{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "406318a5",
   "metadata": {},
   "source": [
    "## Inactive gene set QC \n",
    "\n",
    "1. Gene overlap with chromHMM states \n",
    "2. Gene overlap with GTEx whole blood RNA-seq \n",
    "3. Gene overlap with eGenes from eQTLGen and GTEx whole blood"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b265d83d",
   "metadata": {},
   "source": [
    "### Gene overlap with chrom HMM states "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "05c3117b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import sys\n",
    "import glob\n",
    "from collections import Counter\n",
    "from pathlib import Path\n",
    "from pybedtools import BedTool\n",
    "import pysam\n",
    "from io import StringIO\n",
    "from sklearn.cluster import KMeans\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as style\n",
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5ae78489",
   "metadata": {},
   "outputs": [],
   "source": [
    "wkdir=\"/lustre/scratch126/humgen/projects/interval_rna/interval_rna_seq/thomasVDS/misexpression_v3\"\n",
    "wkdir_path = Path(wkdir)\n",
    "\n",
    "# inputs \n",
    "pbmc_chrom_hmm_path=wkdir_path.joinpath(\"reference/chromhmm/E062_15_coreMarks_hg38lift_mnemonics.bed.gz\")\n",
    "inactive_gene_path=wkdir_path.joinpath(\"1_rna_seq_qc/gene_sets/inactive_genes_8779.txt\")\n",
    "gencode_gtf_path=wkdir_path.joinpath(\"reference/gencode/gencode.v31.annotation.sorted.gtf.gz\")\n",
    "tpm_fract_path=wkdir_path.joinpath(\"1_rna_seq_qc/gene_sets/gene_tpm0.1_fract.csv\")\n",
    "out_dir=wkdir_path.joinpath(\"2_misexp_qc/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8d63e7c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "out_dir_path = Path(out_dir)\n",
    "out_dir_path.mkdir(parents=True, exist_ok=True)\n",
    "chromhmm_dir_path = out_dir_path.joinpath(\"chrom_hmm\")\n",
    "chromhmm_dir_path.mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b97882c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "### calculate fraction overlap for each ChromHMM state \n",
    "chromhmm_15states = ['1_TssA', '2_TssAFlnk', '3_TxFlnk', '4_Tx', '5_TxWk', '6_EnhG', '7_Enh', '8_ZNF/Rpts', '9_Het', \n",
    "                     '10_TssBiv', '11_BivFlnk', '12_EnhBiv', '13_ReprPC', '14_ReprPCWk', '15_Quies']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e88fb850",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of genes in bed file: 60603\n"
     ]
    }
   ],
   "source": [
    "# write genes to bed file \n",
    "all_gene_bed_path = chromhmm_dir_path.joinpath(\"gencode.genes.bed\")\n",
    "gene_id_to_bed = []\n",
    "with open(all_gene_bed_path, \"w\") as f:\n",
    "    for gtf in pysam.TabixFile(str(gencode_gtf_path)).fetch(parser = pysam.asGTF()):\n",
    "        if gtf.feature == \"gene\":\n",
    "            chrom, start, end, gene_id = gtf.contig, gtf.start, gtf.end, gtf.gene_id\n",
    "            gene_id_to_bed.append(gene_id)\n",
    "            f.write(f\"{chrom}\\t{start}\\t{end}\\t{gene_id}\\n\")\n",
    "print(f\"Number of genes in bed file: {len(gene_id_to_bed)}\")\n",
    "\n",
    "# intersect chromatin states with gene bed file \n",
    "pbmc_chrom_hmm_bed = BedTool(pbmc_chrom_hmm_path)\n",
    "all_gene_bed = BedTool(all_gene_bed_path)\n",
    "all_gene_intersect_chromhmm_str = StringIO(str(all_gene_bed.intersect(pbmc_chrom_hmm_bed, wo=True)))\n",
    "gene_chromhmm_cols = {0:\"chrom_gene\", 1:\"start_gene\", 2:\"end_gene\", 3:\"gene_id\",4:\"state_chrom\",\n",
    "                      5:\"state_start\", 6:\"state_end\", 7:\"state\", 8:\"overlap\"\n",
    "                     }\n",
    "all_gene_intersect_chromhmm_df = pd.read_csv(all_gene_intersect_chromhmm_str, sep=\"\\t\", header=None).rename(columns=gene_chromhmm_cols)\n",
    "# calculate fraction overlap\n",
    "all_gene_intersect_chromhmm_df[\"gene_length\"] = all_gene_intersect_chromhmm_df.end_gene - all_gene_intersect_chromhmm_df.start_gene\n",
    "all_gene_intersect_chromhmm_df[\"pc_overlap\"] = (all_gene_intersect_chromhmm_df.overlap/all_gene_intersect_chromhmm_df.gene_length) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "14dfcef7",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_gene_id_state_overlap_df = pd.DataFrame(columns=[\"gene_id\"] + chromhmm_15states)\n",
    "for gene_id in gene_id_to_bed:\n",
    "    gene_id_df = all_gene_intersect_chromhmm_df[all_gene_intersect_chromhmm_df.gene_id == gene_id]\n",
    "    # fraction overlap for each state \n",
    "    gene_pc_overlap_list = [0 if gene_id_df[gene_id_df[\"state\"] == state].shape[0] == 0 else gene_id_df[gene_id_df[\"state\"] == state].pc_overlap.sum() for state in chromhmm_15states]\n",
    "    # add to dataframe \n",
    "    all_gene_id_state_overlap_df.loc[len(all_gene_id_state_overlap_df)] = [gene_id] + gene_pc_overlap_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "eacb8d56",
   "metadata": {},
   "outputs": [],
   "source": [
    "# write to output \n",
    "gene_overlap_path = chromhmm_dir_path.joinpath(\"gene_chromhmm_state_overlap.csv\")\n",
    "all_gene_id_state_overlap_df.to_csv(gene_overlap_path, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3fafaffe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in to avoid running above again \n",
    "gene_overlap_path = chromhmm_dir_path.joinpath(\"gene_chromhmm_state_overlap.csv\")\n",
    "all_gene_id_state_overlap_df = pd.read_csv(gene_overlap_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f01b7a93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of gene IDs with limited state overlap: 833\n"
     ]
    }
   ],
   "source": [
    "# check genes with limited chromatin state overlap is low \n",
    "gene_id_low_overlap_df = all_gene_id_state_overlap_df[all_gene_id_state_overlap_df[chromhmm_15states].sum(axis=1) < 90]\n",
    "print(f\"Number of gene IDs with limited state overlap: {gene_id_low_overlap_df.shape[0]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f41de00a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_2_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_3_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_4_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_5_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_6_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_7_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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8xeNxaWlp6fMWj8f7ve7LL79cPvGJT8jHPvaxPo9v3LhRGhsbZcaMGT2PRaNRqa6ullWrVpn8UwMAAAAAHMRId+jdtdmlpaV93urq6vZ7zb/97W/lmWee2e+fNzY2iohIeXl5n8fLy8t7/gwAAAAAMHgYHhnmh7lz58qcOXP6PBaNRt/3vLffflu+9a1vydKlSyU/P7/fvy/0ns3ZgiB432MAAAAAAP+ZHRnmSY+MRqP7LdnvtXbtWmlqapIJEyb0PJZMJuXxxx+XO+64QzZs2CAi7454V1ZW9jynqanpfaPfAAAAAAD/cU73AJx55pnywgsv9Hns0ksvlTFjxsi1114rRx11lFRUVMiyZctk/PjxIiLS2dkpK1askHnz5mlEBgAAAAAoMpte7slI94EqLi6WcePG9XmsqKhIRowY0fP4rFmzpLa2VqqqqqSqqkpqa2ulsLBQLrroIo3IAAAAAABFjHRbds0110h7e7vMnDlTmpubZdKkSbJ06VIpLi7WjgYAAAAAyDA2UjO0fPnyPv8fCoWkpqZGampqVPIAAAAAALIHG6kBAAAAAJAmTC8HAAAAACBNmF4OAAAAAECaML0cAAAAAIA0YaQbAAAAAIA0MVzTHdjKAQAAAACAdxjpBgAAAAAgTdi9HAAAAACANGEjNQAAAAAA0sRwejlrugEAAAAA6A/TywEAAAAASBNGugEAAAAASBNGugEAAAAASBNGugEAAAAASBNGugEA6MfcuXOlo6NDO4axpqYmmT17tnYMY/n5+VJXV6cdAwCAATEq3QEj3QAAj3V0dMiCBQu0Yxjz5ebB5s2buXkAAHCOUelOULoBAMh6vtw88IUPNw4AAAfOcKQbAAAAAAD0h5FuAADgBF+myfuwxp4p8gBw4FjTDQAAnMA0+ezh+k0DAMgkjgwDAAAAACBNODIMAAAAAIA0MSvdASPdAAAAAAD0h+nlAAAAAACkCRupAQAAAACQJhwZNkB1dXXyxz/+UV555RUpKCiQyZMny7x58+TYY4/teU4QBHLTTTfJokWLpLm5WSZNmiQ///nPZezYsYrJAQBANvDh6DMfjj0T4egzAJnBSPcArVixQi6//HI5+eSTJZFIyPXXXy8zZsyQl156SYqKikREZP78+XLrrbfK4sWL5ZhjjpFbbrlFpk+fLhs2bJDi4mLlKwAAAJo4+ix7+HDjAED2Y/fyAfrLX/7S5//vueceKSsrk7Vr18oZZ5whQRDIwoUL5frrr5fzzz9fRESWLFki5eXlct9998lll12mERsAAAAAoMBsI7XAj9odj8clHo/3eSwajUo0Gv3A9929e7eIiAwfPlxERDZu3CiNjY0yY8aMPn9XdXW1rFq1itINAAAAAINI2OSdU5681dXVSWlpaZ+3A1nfEwSBzJkzR04//XQZN26ciIg0NjaKiEh5eXmf55aXl/f8GQAAAABgcDA8MsyPke65c+fKnDlz+jx2IKPcV1xxhTz//PPyxBNPvO/PQqFQn/8PguB9jwEAALjKhw3hnn322T6zE100atQoKSsr045x0NjMDoOB2UZqgR8bqR3oVPLerrzySnnooYfk8ccfl0MPPbTn8YqKChF5d8S7srKy5/Gmpqb3jX4DAAC4yocN4WbPnu38NbiOzewwGBhNL09K4MXbQARBIFdccYX88Y9/lL///e8yevToPn8+evRoqaiokGXLlvU81tnZKStWrJDJkyeb/HMDAAAAABxjuHu5HyPdA3H55ZfLfffdJ3/605+kuLi4Z512aWmpFBQUSCgUklmzZkltba1UVVVJVVWV1NbWSmFhoVx00UXK6QEAAOAbl6f6u3rmO9PiMRBMLx+gu+66S0REpk6d2ufxe+65Ry655BIREbnmmmukvb1dZs6cKc3NzTJp0iRZunQpZ3QDAADAOh+m+rvGxRsF0MNGagN0IDcaQqGQ1NTUSE1NTfoDAQAAAACyltn08kE40g0AAADAPpemyf+rafEvv/yypFLZNTiZjbvcD6Yp+oYj3ZRuAAAAAOZ8mSbvw674mbgBsnnz5rRP08+WYs9GagAAAACAHj7dAMkGZiPdQXZNmwAAAAAAIJuY7V7OSDcAAAAAAP3iyDAAAAAAANKE6eUAAAAAAKQJG6kBAAAAAJAmjHQDAAAAAJAmbKQGAAAAAECamE0vZyM1AAAAAAD6FQoMtiA/ZtREm1nUvLrtae0IcET16PMy/jFXbHxQ8vMPz/jHte3RoadoR7Cieudq7QhWLB45TTuCFZduf0w7gjFfbl/nhCPaEawozI1qR7CiPdGpHcFYVzKhHQEAPlCic8sHPofp5YADEqmkdgRjJ12ckuh3fqIdw1xsinYCKy7xoKyGQyF+C2WRQAJJptze6yUSDktLvE07hrFwKMRsRADIImykBjjgl6PcH5Xc++Q7svczX9GOAY9QKrKL64VbxI9rEOF7AwCyjdlIN6UbyIhfh3doRzB2zjBeBGaT4rwC7QhWVBQO145g7LVdHzwtzQUh7QCWRDyZJu/DDClf+PK9wW9x4OAx0g044NGtz2tHMJY/5WzJ/fJc7RjmPJle3trZrh3BitYDWEeFzAh5MKU5HApRVmGd298VAGww272cHyMADtCu378u8vuvascAkCbXVVZrR7Citn65dgRjo0srtCNYsXF3o3YEALDCcHo5pRvAgRn10H9pR7DDk5FuwDYfyqovKKsAkF2YXg444JDiEdoRrHh54re0I6DbDyrd35zvhgb3d2D3TW7E6GWFuq5kwosjw9q64l6sIw7Ej/XQDFEBYKQbcMCWVvc3UhMROe7pn2lHMOfJSDeFFengw7nKbV1x7QhW+PIKzZfrADC4MdINICParv66dgT08t3YVO0IVjClOXtEwmHtCFb4cmyYD3wY5RbhxgEA043UGOkGcIA2Li+SroQfR/H4YHmX+2s+V217RTsCekmmUhIb4vYRbvV7dnozvXxK2fHaMYytbHrJ+SULIn7MAEH2KcrL145gbG9nh3aEjGGkG0BGDBvRJsPP8OBs6Du1A9hxam6ZdgRju4a3yUs7N2vHQC/1e3ZqRzDmw/TywtyorGx6STuGFRRWYP8GU2H1AWu6AWTEqC+O1o6AXn5a/7h2BHhmzLDDtCNY0dK1VzuCFT7cPCiJFmpHsKIl3qYdAYAyppcDyIjk6+9oR0Av1WVjtSNYsaJpvXYEdIunurQjWLGzY492BHTb28VIHgA/ML38IN15553y4x//WBoaGmTs2LGycOFCmTLFj12NgXR4Z1lIjl59h3YMc//Xj+9zyipse7t1myRSSe0YRnLCEeevwSepVIpNyAB4genlB+H++++XWbNmyZ133imnnXaa/OIXv5CzzjpLXnrpJTn88MO14wFZ6ci6yZJYfp92DABpUurJVODh0RLtCMZe27VFO4IVg/NVJgAfhQKD5pwXPdRmFjWd8YFNe500aZJ85CMfkbvuuqvnseOOO07OO+88qaursx0PWaR69HkZ/5grNj4oOXmHZPzj2tZev1I7ghUFnpzTDQAAAHOJzg++0clIt4jE43GJx/tuOBKNRiUaff+xIZ2dnbJ27Vq57rrr+jw+Y8YMWbVqVVpzAq4L2lu1I6BbNCdXO4KxeMKPNcQAAMBvRqW76wBavQtqamrkpptu6vPYjTfeKDU1Ne977vbt2yWZTEp5eXmfx8vLy6Wx0f1zb5GdPjLyaO0IxvZe/lXtCOjl6JKYdgRj63du0o6AXkLaASyJFY/QjmBsS+sO7QgAgF6MSrcv5s6dK3PmzOnz2P5GuXsLhfq+vAiC4H2PAba0Jd0/+iX6iWnaEex44FXtBFa8vXebdgRjJdFCL3Y3TqYG76ak2ajeg8IaEtZDA0A2oXRL/1PJ92fkyJESiUTeN6rd1NT0vtFvwJZXmt/WjmAs5+yva0ew5F7tAFZwbixso+QBALB/lO4BysvLkwkTJsiyZcvk05/+dM/jy5Ytk0996lOKyeCzQzyY7thRc4V2BPQypex47QjGVja9pB0BvRTmHtjN62yX8mC/mo5Ep3YEAEAvlO6DMGfOHPnSl74kEydOlFNPPVUWLVokmzdvlm9+85va0eApH9bn5dc8qB3BjkV+7F5OYYVtbV3uL4MBACAdKN0H4bOf/azs2LFDbr75ZmloaJBx48bJww8/LEcccYR2NCBrBXt3SahoqHYMAGkSDoWcHyX24Rp8khOOSCKV1I4BAMaMzukGBhvO6T54nNMNAAAA36T9nG4AmXFh5SnaEYxtOuM/tCOglzPLT9SOYMXybS9qRzDG7uXA/nEmTHZhlA44eJRuwAG/a3hKO4KxJZ6MdIsnI92Pbn1eOwIA/EuUPAC+CGsHAAAAAADAV4x0Aw748IijtCMY23v5V7UjWJGfk6cdwYrywmHaEazY1LJVOwK6RcJ+3McPh/y4jqQHG5D58rnwZTM4X37/caQeNFC6AQc8u+NN7QjGco87Q/Ku+KF2DGMdD/gxvZyyCtvyc/Jkb2eHdgwjRXn5zl+DT1KBH2XVF5RV4OBRugFkROKNJknM/rp2DHT7euw07QjG7q7/h3YE9BKWkBTnFWjHMObDiH3Kk835wh58LkTYLBEApRtAhhQuuFs7gh33+zHSTWGFba2d7doR4BnKKgBf+HELEUDW67rnFu0IAAAAQMYx0g0gI9b+tEXGrrpUOwa6TffgnO6icK482LBWOwa6hUMhGVFQoh3DyI72FvlQaUw7hrH6th2sTQeALELpBpARH31xvnYEOzw5p3sZ53TDslQQyLa23doxjL22a4t2BACAZyjdADLilZO/pR0BvVwdO0M7ghU/rX9cOwK6HVI8QjuCFdvbW7QjWBHx4LitUCikHcEKZh0AoHQDDjh51DHaEYwlkmEZc8vx2jHMfe0Z7QRW3LZ1lXYEY13JhHYE9NK4t9n5XbPD4bAEQaAdw1jKg2sAAJ9QugEHrNn2qnYEY+PqV2pHsORe7QBWUFhhmw87TftwDQCA7EPpBhwwo+Ik7QjG2ud+UzsCevHhLGIRSlI2iebkakewYkR+sXYEKxr27NSOgG7MOwBA6QYcsLTxOe0IxnJO/JTkfv7b2jHMLfFjIzXKKmxLpJLOf11FwmGpp6wCACyjdAMO+EHlNO0Ixp6t3SpS+x3tGMZKooXaEaxoibdpRzA2stDt46n22d7mx8ZdQRBI2PGNr3xYz+0T17+e9vHl98aujr3aEQBnUboBB9zQ8Jh2BGObJhyrHcGKlrXul1URkdPLjtOOYMUTTS9rR0C3scOO0I6AXl7Y+ZZ2BGO+bAhHWQVA6QYc8PMy90e6hxzTIG/8fYh2DHTb3LFDO4KxzS1N4sM4mB+14t2S5/rnIxBx/hpE/LmOUCjkxewD968AgKlQ4MNPMyBDqkefl/GPuWLjg5KTd0jGP65t7Z7sXl4Q82NNNwAAAMwlOrd84HP82L4WAAAAAIAsxPRyABmR+PN/ypq5G7VjoNuvR0zVjmDsCzuWa0dAL0eVVsreRLt2DCNFOQXy5u4G7RjoxYdNyHzYuBKAGUo34IALK0/RjmAs9fYWmTAzTzuGuVu0A9hxya4ntCPAM2+1NGpHMLZNdmtHwHtQWAH4gNINOOB3DU9pRzB2z4X3aUew45bl2gmsiITcX10UycmTjkSndgx0i4Qj2hGsSCUT2hEAAJ6hdAMOiObkakcw9sYn5kvlRzg2JVtMGzlWO4KxRxrXaUdAL4lkQgrz8rVjGGnr7JARBcXaMYztaG+VSNj9G2vJVEpyI+6/VO3iRg4w6Ln/kwwYBOKJLu0IxqqevF07gh1/8mP3cgorbAtEZG9nh3YMYzvaW7UjWJFMpbQjWEFhBeADSjfggNvK3T+n+5kTv60dAb2UFw3VjmDF1r27tCOgmw8zckREcjyZJu/DDRAA8AWlG3DAVVsf045gbONJY6Tikbu1Y5jz5Jxuyips82FGjohIXNy/Dl9ugACAL9xf8APACV4UbgBwgC83QADAF4x0A8iIlWOv046AXhaPdH/JgojIJdvdnwXiCx827hIROXTIKO0IVmzZs107grFEKqkdAQCsoHQDyIgp63+kHcEOT6aXU1Zhmy8bd21q2aodAQDgGUo3gIxo/uyl8v6YnegAACAASURBVMCGw7RjoNuc2BnaEYwVBmG5a9da7RjGfNktuyRaKOFQSDuGkVQQSEu8TTuGsXzOsM8651VO0I5g5MEG93/WApoo3YADSqKF2hGMbXltqJwS9qNc+GBk4P4OzfObn9KOgF5aPSirIuLFudDJgPOts0lIRP7keGkNybvHAgI4OO7/RAYGAR9GXo75ivs3DkREpFY7gB3fbWB6Oezy5QX5JeWTtCNYcXf9P7QjoJsv3xsADh6lG0BGvLAoLuMfvVI7hrnax7UTWDGioFg7gjFfpmUju1BWs8eaiolycuPT2jEAwBilG3BAfk6edgRjFWWt0vB5T4aJPTBr6ETtCMZuaGe0PpvkhN1fsiAikufDtGxPdv2mcAPwhfu/WYBBwIcNcQ752y+0I9jhye7lNzC9HJb5cryTL9cBAMgelG4AGZH4050ihx2lHQNAmuSEIzIkL187hpE9nR1SHC3QjmGsuX2PdgRrojm52hGMxRNd2hEAKKN0A8iIv12/RUS2aMdAtxsrp2pHMHZTw3LtCHiPPZ0d2hGMDc0boh3B2LA89/dsEBHZuLtBOj0orJFwWDuCFclUSjsC4CxKN+CAMcPcP9962sVx7Qh2LNAOYMev21/VjmDs6KExeXN3g3YMY6nAj72NfZmWvaOjRTuCFT6ceuH2qe//P8oqAEo34IDiHPenO27+fVziXfzIyRYTC9y/kfPbhie92GTQhz0b9nG9JAUiEk+6P7Lqy3RmP25Hvask6vaxmT7cxAE08QoYcMCabe6PSh7y+THaEez4jXYAO0aE3C+rIn4VVtcV5ka1I1jhQ+n2hes3cfYJhNIKDHaUbgAZ0dWY0I6AXnxYYXhlbIrcXr9SOwa6JQM/ptBGI+5v3CURP44NC1h6AcATlG4AGVEw5TDJ++bN2jHMeXJkGGUVtvkypRkAANso3QAyIvLxT0ty4zrtGADS5PCSMu0IVmxuadKOAADwDKUbQEbsuvp27QgA0ujYggrtCFa0dvmx9nZktFQ7grHNe/y4AcIsEACUbsABvxo5VTuCsdzid2TL+hLtGADSZNnW56U4z+2TFlo7273ZEb+5fY92DABAN0o34IAvbV+uHcFY+5KV4kXl9mRNN5AOrZ3t2hGMsSM+AMA2HzawBQAAAAAgKzHSDSAj9l7+VYkM8+McXx98IfZR7QjGfl3/T+0I6GVkYYnkhCPaMYwkUknZ3taiHQMA4BlKN4CMyDmkWCInHa8dw9wvX9BOYIUPhfXM8hPl0a3Pa8dAt7auuLR1xbVjGCnMjcqMipO0Yxhbv/cd2dK6QzsGAKAbpRtARiR37JXk39dox0C3S2OTtSPAM6FQSIry8rVjGFvW+Jx2BHQLaQewJOrB5nwi7HcAmKB0Aw4ozHV/Wva6vwzXjmDFzNjp2hGsuLP+Ce0I8IzrO5fvU+BJQfJhmnxxtFA7ghUtcT+OoQNw8CjdgANcn7IpInLKtUMl2OP+C4/P/GSN7OrYqx3DyND8IjmrYrx2DGOPNK7TjoBeWuJtzv+sKsyNOn8NIiIfHnGUF6W7PdEppZ4UbwCDWygIgkA7BOCK6tHnZfxjrtj4oOTkHZLxj2tbe/1K7QhWFHBkGAAAALolOrd84HM4MgwAAAAAgDRhejmAjOn6zU+0IwBIo/KiodoRjGzdu0s7At7j1FFjtCMYW73tFe0IAJRRugEH/KBymnYEY5vO+A/tCOjF9XIkQkHKNjnhiOxob9WOYcT1c8b3SaSS2hGsCIdC8uT2DdoxAMAYpRtwwA0Nj2lHMHbVtadpR7BjnnYAOz5W6v7okZT6cd64LwLxY4sYH7a6CYdCkvLgOnz4XACACKUbQIbkfHmWJO6/UzsGPELhzi7JVEoiYbe3ikmmUtoR0EtxtJDjtgB4gdINOOD44YdrRzC299tztSOgl6YkL2RhV27E/ZcU4UhYIiG3bxyIiHQkOrUjWNEab5OQdggLGK8H4P5vSGAQODo6SjuCschwSl422dy5UzuCsWOHHSobmt/RjoFuSU/WEXcFCe0I6EZZBeALSjfggIca1mpHMFb445WyccpM7RjoRlmFbT6sIRYReXjYFO0Ixs5uXqkdAQDQC6UbQMaMXunBmu6Y+y/IAfSPwgoAsI3SDSAjEg/eoR0BvZREC7UjWMEmS9ljVGGpdgQrulJ+TC/f1bFXO4KxoflF2hGs8OFzAcAMpRtARuScd4V2BDtm3q+dwArKKmzb1rZbOwI8Q1kF4AtKN4CM6PrNT7QjAEijiSOrtCNY8U7Hdu0Ixhr3NGtHsCIc8mHvcn/2OwBw8CjdgAO+FPuodgRjm257SzsCeplefqJ2BCuWbX1eOwK6PbvzTe0IViQ82YUdAJA9KN2AA35V/0/tCMYW1a+U5CYPCtKpl2snsOLJXa9rRzDGFPnskkglnT9TmfHI7JIKAskJR7RjGEsFSeevg5tRgBlKN4CMiRzhx+iqDyisSAdKK2zzpez5ch0ADg6lG0BG1M/4hnYE9HJ17AztCFYs2fWsdgRj29tatCNYkZ+Tpx3BCl92L3d9ZFVEJJ7o0o4AAFZQugFkRGzpIu0IdnhyTvdP6x/XjgDPdCQ6tSOgl2QqpR0BANCN0g0gI3534vdl+nFva8dAt5sqp2pHMNYlIrc0LNeOgW6jCkulLRHXjmGkMCfqxdFnwwqGSHP7Hu0YxiLhsIRDYe0YxrqSfsyeQPYYml/EkXqOCQUB5xgAB6p69HkZ/5grNj4oOXmHZPzj2tZev1I7ghUFnox0AwAAwFyic8sHPoeRbgAZkdy4TjsCejm8pEw7ghWbW5q0IwAAAPxLlG4AGREZPV46vu/HcVs+oKwC+3ddrFo7grEf1a/QjgAA6IXSDTjgExXjtSMY67q3TiJHH6odwwIPzhoH0K/btv1TOwIAwDOUbmAADq3SmZI7PlSq8nFtOqnuGe0IVnwjdpp2BCv+p+Vl7QhWdHpwvFNZ/lDtCFa8tHOzdgQrfDhqqyRaKHs627VjGEux7RAAT1C6AQdcM3uIdgRjS36QkIa9zdoxjA0pOkZeSO7SjmHkhMhQqd+zUzsGum1va/Gi6BXl5cvezg7tGEaK8vKlJd6mHQPdwqEQxRvwXEg7QIZQugEHvPOLTdoRjM0qOkGkSDuFuZt2PKkdwdiT4scvOZ9eiidSSe0IxoJEIJGw28c7dSQ6nb8GEb/O6A6H3P9pxY0DoH+D5buD0g044NBLKrUjGLv6hqXaEaz4PxUf1o5gxV8an9WOgG5D8z24GyXCmbGwjrIKwBeUbsABqZ27tSMY+3HFNPlO42PaMYz9c9drzpcLX0qeL3LCEdne1qIdA92ujE3RjmDs9vqV2hGsiObkSjzRpR0DAIxRugEXJN2fevq/wTaZWj5OO4ax5Vtf1I5gzPWbBr7xpXD7cjPnVzv92PTRB4lUkun+ALxA6QYckNy2RzuCsRMjo7QjWLFcO4AlhblR7QhWtHXFtSOgmy8bkAUeTGkOiR/rJCmrAHxB6QYc0PaG+y88ciQkt9Y/rh3DitrKadoRjHy34TFvympJtFA7gjFfymoqcH8jNUoeACAdKN2AAzpa3f9W/VnjE86/IBcR+eXwahHHlxguGTlNLt7u/vr6kIi0elBY3d+b+V2BUFoBANgf91/JA4NA6+587QjGfHkx/lquD5M2/cBnAulw6qgx2hGsWL3tFe0IAIBulG7AAUdfUa4dwdx3Rc6qGK+dwtjnos0y7q3ntGMYefHIk+RH4Yh2DGO+bLJUlJvvzRRzHzy5fYN2BGMctQXsX24kR7qSCe0YGIQo3YADkm/Va0cwNnnUGNmdbNeOYWzcW+6PHrl+06A3H2ZQ+FK4jx4a045gxabWJu0IxlKelIrciB8vUyl52YPPBbT48dMM8Fx42BDtCMZWbfOj6H2+cpJ2BCt+0/CkdgR0i+bkakew4vVd7t8cRHahIAF+82VPkwNB6QYc0PLYNu0Ixr4amyx/2/OGdgxjS3e9JDmOT81OpJJeTPX/27YXvHhRnkglJeXBiL0vo5KpwP3PhQ8zQETevSHVmXB850ph/4ls4stxej4ZLJ8PP35DAp7btbVAO4Kx/6pfpR3BinkVbh8Xts+1je7vXl4xZJh2BCta4m0ibt/HERHOTId9cQ8KN7LLYCl4rhhMnw9KN+CA/+4aqh3BmOujw/tMiPtRLMqL3P+aCoJAdnuwHnpofpF2BCso3dnFh2mbg+kFuQt8+JryhS/fG+HQ4PmqonQDDrgg2KMdwdi8VFI7ghX3FKTkMse7xS+iIlubd2nHQLfmjoARPVjny4tyZA8fvqZywhFJePJ6xAeD6aQFSjfggKovRrUjGJt67zgpCbt/Hav2viW/3t2oHcPI6NIKKc5zf8nCns52L14E+lK4QyIScnzUIvDkBWDEk2Lhw9eUyOAqFtku6cH3BdxE6QYckNzeoh3B2PER96czi4g85HjhFhHZuLvRi2mC0Zw87QhWdCQ6tSNYEYgfpdWH7w0fCreIP19TyB58NUELpRtwwMoHh2tHMHZn8+PaEax49dix2hGsOGbDeu0Ixnwpq8guvCgHANhG6QYccPrZ7h8ZNuqBUtnWtls7hrGbWovl6CBfO4aR10Md2hGs8GVtHkfYZBcfRrr5esou4VDI+SnmPlwDoInSDTjgxUfcn5q9re1l7QhWXJlIishe7RjGfq0dwAIfCreISDgc1o5ghS9nQ1MrYJsPZdWHawA0UboBBzyc7/7a1c9XTtKOYMWFezdqR7DiytgU7QhW3F6/UjuCsZAXY6sAfOfL0Z8RD250+rIBpy9fUweC0g044Gul7k8vr3r5Je0IVsyrmCbXNj6mHcPIvIppcm2929ewzwPDz9COYOxzLau9eQEFwF++zC7y5Tp8MJg+F5RuwAG5+e7/UDq8pEw7ghXvhBPOjxK/IwkvxlYj4YhcsOsf2jGMJVNJLz4fvkw+5XMB+I3vcWigdAMOyC10v3RvbmnSjmDFCwV+3Dzw4Rf2YLpD7oJjhx2qHcGK9qQfu+L78DM3N+LHy9SuZEI7Anrx4fcf3OPHTzPAc0HSh/uyfsiVsJwrI7RjGPmz7NCOYEUkHPZm8y4f1rW9sbvB+RshvuyI7wvKanYJh9x/LcKGcNBC6QYcUHzWEdoRzP3zNe0EVlRECmWNtGvHMFIhhdoRrPClcIswap8t+DwA/aOwAgeP0g044MHbeSGYLSJerAZDNjmrYrx2BCv+uvVZ7QhWUCyyhw8zQET8uZlTEvXjhm17wv0lJL7MAinKy9eOkDGUbsABZxzSoB3B2JfyPioPN6/XjmFscf1q+XrsNO0YRu6ud3/zMZ880rhOCnOj2jGMBUHg/FrJkIgU5xVoxzDW2un2bJx9fCmrvmiJt2lHsCKak6sdAd3au+KD5kYnpRtwwNCT3T+n+1f/95/aEay4LlatHcHYdbFq+VH9Cu0Y6KWtK64dAfLuBku+FFYA+8cRjdljsBRuEUo34IRwzO2Nu0RELqw8RTuCFZRVwG++jIJRLAAge1C6AQd0PveOdgRjv2t4Tb5fOVU7hrEtk6vkkFVubwq3ZXKVHLb6de0YxgbTHXJXRMJh7QhGkqmUdHpQVvnOAIDsQukGHPDwP3w4//Y1ublhuXYIY18sGSuvHjtWO4aRvTv8KKy+bGkXzXF/+YiISEei04sd5d3/zgAAZBtKN+CAcz7eqB3B3K+1A9hxzAb3N4PzhS/lqMODnXQBAED/KN2AA9pec38H1yllx8vKppe0Yxg7qrRSdsZbtGMYGR4tkTd3u78jvojITyumaUcwdnXjY9oRrAiHQs7PoPDhGnySG8nx5mgkAIMbpRtwwBNvxLQjGFu5Y7l2BCv+GhsmIsO0Yxir8qB0R8JhuaaJje2yhQ9lNRUEXixbcP8z8S4KNwBfULoBB5x9RUQ7grETbj9SO4IVVS+7P1ovIjKysEQ7ghXb29yedeCTnLD7P6dERPIifrw08uEYOl++pjhvHIAfv1kAz/3jNvfXfL7Q/JZ2BCte+tAJ2hGsOP6NF7QjwDO+FAtfrsMHfC4A+ILSDTigPeT2MTw+oawC+zdxZJU8vd3t4/R8uAYRkSNKymVTy1btGMbGj/yQrNv+hnYMADBG6QYc8HLU/dI9Zthh2hGsmC9Hakew4pPNK7UjGHP9TOh9hkaLtCNY4UNZ9eEaRMSLwi0iFO4s48N+B77wZd+GwfQ1RekGHPDxoFU7grHvNb+tHcGKbwzZox0B3ZKplPyizP3dyy9r8mP3csC2wtyodgQrfFhfL+JP0UP2GExfU5RuwAHHXl2pHcHcd7QD2NG4p1nOq5ygHcPIgw1rtSNY40th9eFu/xllY2VFk9vn2Fd7cA0+OWPEcfKXxme1YwCAsVAQeHDGB5AhX5jxjYx/zF8vXSSLD/lixj+ubX+I7NKOYMUjjeu0I1ixoNz9EeKrm5ZrR7DCh6O2RPy4cSAiEvFgx2xfNiDz5WvKj+9wAP1JdG75wOcw0g044N8/vVM7grH/+TM/brLJ7K1+jBAjexR4MhXYl2OqWuJt2hGMhT3ZtyGZSmlHAKCMV8GAA+7483DtCMYebKDkZZPyoqHaEYwtzP+wrIm6/2L21vrHtSNY0dYVlxEFxdoxjOxob5VDikdoxzC2pXWHdgQrfCqrp44aox3ByOptr2hHAJxG6QYc8JXR72hHMPbPYLx2BCsaEu5vaici8sz217UjGPtC2wrtCFaEQ35Mog2FQrIrvlc7hpFIOCwNe9yfWYTsQ2kFBjdKN+CA3FL3V4T9rydroZE9UkEgCz1Ymz7Ll6n+nqxNBwDANko3gIyI5uTKZWUf1Y5hrCzIkRu3uj3CelN5tdzgwXT/UCjkRWENh0KSG3H/13E80aUdwQof1nT7spGaiB+bqflyO4rPBXDw3P8tDwwCgQfL2uKJLrmtfqV2DGO3lU+TBaOqtWOYSfnxwsOXwzdSQeBNYfWBT4XVB358l/uBzwVw8CjdgAM2PD1SO4IF7q8hFhH5SNL9HYF94sPIiy94QQ4AwP5RugEHvC352hGseGTY6doRjOXntsvEhrXaMYw8XTlBO4I1FL3sUuj4sWFtXXE5oqRcO4axTS1btSMAAHqhdAMOKPZkuuNZzU9oR4CI8zcNkL3auuLaEYxRWAEAtlG6AQecNmObdgRj+X/I045gRUeiUzsCerku5vj6ehH5Ub3bG/MBAIB/jdINOGDp3yq0Ixj74chKubrR/Z2mL49NkZ87viGcD9ewD4U1uzxVPlE7gpFTtj4tsSHDtWMYq/fkrPHcSI50JRPaMeARvqaghdINOODUwxu0Ixg7ct0G7QhWnB6PyOkjpmrHMBMX+bl2BnjplK1Pa0cw5kth9QHlCLbxNQUtlG7AAcMvOEo7gjlPSvc9uc3aEeCZ/ByWXgAABp9IOKwdIWMo3YADrrujVTsCul3fWSjVO1drxzCyYvipslQ7BHpQVgEAg1EyldKOkDGUbsAB3z+2UTuCsfWJsbKiab12DGPVO1fLXWXTtGMYqW5yf229iMiVsSlyuydr032Qn5Pn/A0EH65BRCQnHJGEB6dehIRjAQH4gdINOGDDc6O0Ixhb4fjo8D6PDDtdpKtLO4aRR4ad7sXxbb4U7mhOrnYEK3woqz5cg4h4UbhFRCLhiHYEK3z5fPjChynNg2mE2BehIAi4iQgcoHVPvZzxjzn+lOMkJ++QjH9c+G1YwRDtCFY0t+/RjoBud5S7PQNkn9WRdu0IVnwoyNeOYOzmhuXaEQDgAyU6t3zgcxjpBhxQEi3UjmBsyrBjZXeqQzuGsSeaMn/jJR18KKsfGXm0NLe/rh0D3a7e8YTEE27PAonm5Mq2hZ/WjmFs2FW/ZyQsi3yycoI81LBWO4YRH64B0ETpBhzQEm/TjmDspXb3jz3ziQ9TmgMJZPzID2nHMLZu+xvaEayIhMJSmBvVjmGs5IrfaUeAZ+69ICQibp9hLyIy9DbtBIC7mF4ODADTywEAANzV7sF+IAWxKdoR0AvTywFkje/Gpkpt/XLtGMZmVJwkZ8pw7RhGHpWdsrTxOe0Y6BbNyXV+WraIH9fhwzWIiORGcqQrmdCOYSwcCkmKsaGs8Z1YtXYEYz9teJzCmmVuqfRjP5APwkg3MACMdB+8I0rKtSNYsallq3YEK2bGTteOYOzOevd3YPfJukM+oh3BiokNz2pHMMZ6bsBvvKbKLox0A8gavvxg/VGFH3dkr6v346xuH2z/9DHaEawY+cAz2hEAYFDw5TXVYELpBoABeCa0V37X8JR2DCMXVp6iHQG93PRkuTdnjj80zO1pm59sXilD84u0Yxjb1bFXO4I1T5W7vwHZKVuf1o6AbnePmiZf38ZN52xREi30YrPgA8H0cmAAmF5+8L4cO1U7ghX31q/WjmDFiSNGa0cw9vyOjdoR0MvhJWXaEaxoS7h/tOH2thbtCFb8dZj7y2BERD7ezFIYwGdMLweQNXwpq76gsGaPaz3YnEhEZF79Cu0I8AxlNbv8wJMNr/6WbNKOYGxF03rtCFZUl43VjpAxlG7AAYcUj9COYOzkIUfKgw1rtWMAWWde/Qr5sQd7BcyoOEnW7Hb7zPGTSz/kxc7+36+cKjc3LNeOYay8aKhs3btLOwa6LWnfoB3B2Ou76uXooTHtGMZCIuLDVOUVTeu92BX/QDC9HBgAppcDAICB8OFcaBHOhgb6w/RyALDs98P9uCP7mZ1MBYZdb4w7TjuCFR96MfM3V+E3yioASjeAjLmg8mTtCMY+07DCix2akV3Oq5ygHcHYxi1R+VjzKu0YRv42bLLkhCPaMYwlUkntCFYsHjlNLtnOTtPZwpfvjaK8fO0YxvZ2ur/h4z4+fD4OBKUbQEZMLR8n21Lt2jGsoLTCNh/2O5heNk1+Xub22vQN4kdhvaPc7c/DPpdspXBnEx++N0T8KKyjCku1I1ixrW23F5+PA0HpBpARy7e+qB0BQBp9fORW7QhW/CHhwRKSrpT8O0tIAG9ta9utHQEDROkGAECZDxstdS2ulZLvPqIdw0hL7Vny745fAwAg+1C6AWTEuRUf0Y5gxZ8bn9GOAA/5sNHS1o8fLVs/frR2DCPtK16TyaPGaMcwtmrbK9oRAAC9ULoBZARlFfBb/uQjtSNYseqvf9OOgG5fjp2qHcGKe+tXa0cAoIzSDSAjro1Vy8+a3H/h0ZHo1I4AZKWz7nhH/i2nQjuGkb8nGuUbsdO0Yxh7qOUl+VLJidoxjN2/52VpatulHcNYNCdX4oku7RhGfLgG35REC7UjGGuJt2lHyJhQEASBdgjAFeueyvz5reNPOU5y8g7J+MdF/66OnaEdwchP6x/XjoBeNp40RkY/58d04N85fo79hTtXyNc9KN131/9DOwKQlUYUFMuO9lbtGOh2QeXJ8v8a1mjHMJbo3PKBz6F0AwNA6QYAuMCHzfl82OsAgP8OpHQzvRwAAMAzFFYAyB6UbgAAgG6MEAMAbKN0A8AAPDDc7fXc+3x6J+u6Ydd5lRO0I1hBYc0et1RO045gxfcaHtOOAEAZa7qBAWBNNwDbzix3f5dpEZFHtz6vHQEAPlDrLy/RjmCs+CuLtSOgF9Z0AwCQ5SirAJA5FFZooHQDDjhxxGjtCMYuzTlSO4IVs7cyTRDYH1+ml/+z9U3tCMYa9zRrR7DCl6+pBxvWakcAoIzSDTjg+R0btSMYmy3uXwOA/jUk9mhHsOKSEg+m+5eILG5xfwaFL19TgG3fiVVrR7Dix/UrtCNkDGu6gQFgTffBO6q0UgJx/8fNxt2N2hGs+KQHI0iloVxZ3bZZO4ax13fVa0ewIjeSI3kRt+/ldyYT0pVMaMdAt3AoJCkPXqZeG6uWiwt2ascwsqR9uMwbRAUJGIgDWdNN6QYGgNINwLbmr5ygHcGKYb98QTsCPOPD0ioRP2ariYiMGXaYdgQrXml+WzsCusWGDNeOYMXmnR/8+8/tW9IAADjOl7I6fuSHtCNYsW77G9oR0O2q8JHaEaz4mifLqyir2WPpsNO0I1gxo/kf2hEyhtINAACM3Vs0RO7vHKYdw8hn85rlhO3aKbDP17Y9JjsvHacdw9jX7tFOgH2WDjvNi6LnwzUMNpRuAABg7Iirq+Qa7RDGRopc9Zx2CHT7ZOUEueQv2ingE8oqtFC6AWAAzqoYrx3Bikca12lHgGfe+dkG7QjwzPBQnnYEALCC0g0AA/BI4zrnN5PxaV3ev1eerB3B2B8a1siOz47RjmEsb+o4Kf6P32jHMNJ61+dF/sOPNfY+2Jrq4AYhAC+wezkwAOxefvAqhri91nOfxj3N2hGArNRQfbR2BCt+9pr7P29/xNFOAJAxB3JkGCPdADJiwpAjtSNY8b+UbmC/gpR2AjvWJN3/Hj+z/ER5dOvz2jEAAN0o3YADrotVa0cwxsgL4LfYytfl7VOO0Y5h5LCnXtWOYEV7/UopiE3RjmHF6NIK7QjGNu5u1I4AQBnTy4EBYHo5AAAAgH2YXg4Alp0w/EjtCFa8sPMt7Qjo1vrwDdoRrCg++wfaEQAAyEqUbgAYAMoqbPOlrE4vP1HuP9vthd2ffTgsk8LDtWMYu6VhuXYEK14//ng5+qWXtGPAI1+KfVR+Vf9P7RgYhCjdAAAnXRI7VRbXr9aOYUV7/UrtCMaOP+4CGX6P22tXR5dWyLLdbECWLU5964OnbAID4UvhHl1awV4BjmFNNzAArOkGAABwlw83OX3ZKNEXrOkGAAAAgG4UVmgIawcAAAAAAMBXjHQDAKDIh6mOIoweAQDQH0o3AACKKKtIh5bbPqMdwVjJVb/XjgBkpSllx2tHsGJl0+A5nYDSDSBjivLytSMY29vZoR3Big+POEo7grFnd7ypHcGKCytPkd81PKUdw4qccEQ7gpFEKqkdwRpfCms4FNKOYCzFnsVZo2X+OVJyzf9oxzA2mMqqVsR02gAAIABJREFUL9i9HBgAdi8HgP1jmjwAYDBi93IAALLcpgnHakewgrIKwAXXxqq1IxibV79CO4IVVUMHz6ASI93AADDSDcC29vqVFFZY58PMA74vALiAkW4AALJccuM62fOP27RjGBty2lXaEdALhRXYv8NLyrQjGNvc0qQdAQNE6QaAAfjNiKnaEaz4/I7l2hHQ7eFz/6AdAQAGjUQqoR0B3WJDhmtHyBhKNwAMAGUVtp374i1y0YTZ2jEA4F9aPeoU7QjGTt32lERCYe0Y6Fa/Z6f8n4oPa8fICNZ0AwPAmm4Atvmw9laE6cwAgMGJNd0AssaMipO0I1ixtPE57QjwjC9l9dOVE7UjWHF2olg7ghX/L7JTO4Ixft4C8AUj3cAAMNKNheXTZNbWx7RjGPHhGnwyoqBYdrS3ascAAO+dXnacLHt2kXYMY77crPXFgYx0U7qBAdAq3cOGHJ3xj2tba2e7dgQAAADAKqaXA56gsGaPGyunakew4qaG5doR0G3nl47XjmDF8F+9pB0BAICsROkGkDEXVJ6sHcEYZRW2+VJWd82eJEMXPKkdw4gP17BPy4/P1Y5gbOzNq+Xt1u3aMQDAGNPLgQF4+/WmjH/Mw44uY013FmGnaQAAAOxzINPLOagOAAAAAIA0YXo54IBzKz6iHcHYnxuf0Y5gxdZPfE07Ajxzetlx2hGseKIp8xtNAsic3IgftSGRTGhHMObLNOWccEQ7Qsb48d0DeM6XwuqD4jEhKfzp3doxjLRd/XWRddopsM+m9m2sWwWQ9bo8KKvILolUUjtCxlC6AWAAcg4dLp0LrtWOYSTn0OHaEdDLqOhQGRUdqh3D2IaWd7QjWNHW2aEdwZgvo2CRsB+rIJOplHYE9OLD15UvX1MjC0u0I2QMG6kBA8BGamAjNQAAAOzDRmoAAAAAAChiejkADECwd5d2BHgmPydPO4IVHYlO7QgAAGQlSjcADECoyP21t8gulFUAAPzG9HIAGIDE/y7SjmDMh2sAAABwBSPdgAOGFQzRjmCsIOLHFNpUfYN03n2TdgxjRXn52hGM+TJCPDRapB3Bih3trdoRAKRRSDuAJewgDQ2UbsABze17tCMYa9YOYElq607tCFbs9eBYJF+cN+wE7QhW/Ff7Ku0IANKIsgrbivMKtCNkDKUbcMDJo47RjmBszbZXtSNY0fLkXhk+92ztGEZ21j2sHQG9nNEZlYu3P6YdAwCAjGrtbNeOkDGUbsAB/5ZbqR3B2Brxo3SXTMiXxNK/a8cwUjIhX2StdgrsQ+EGAMBvlG7AAX+Nv60dwVg45MdqsEjV4doRLHlOO4AVkbD7+4EW5bq/vl5EpDXeph3Bikg4oh3BikQqqR0BANAtFAQBSzSAA/T2600Z/5iHHV0mOXmHZPzjYv/a61dqR7CiIDZFOwIAAIDzEp1bPvA57g8RAAAAAACQpSjdAAAAAACkCaUbAAag6zc/0Y5gzIdr8Mn08hO1IwAAgDRiTTcwAKzpBmu6AQAAsA9rugEAAAAAUETpBgAAAAAgTTinG3DA9yqnakcwdkvDcu0I1rRcfKl2BCMlS+7RjoD3yM/J045grCPRKSHtEIZYb5d9XP+aEvHn64rPBXDwKN2AA54LWrQjoNvuL7lduEX8uIZ9jh4a045grKl9l3YEKzoSnbyghXV8TWUPPhewLTcyeKooG6kBA8BGamAjNQAAAOxzIBupDZ7bC4DDTh01RjuCsdXbXtGOYM3LE7+lHcHIcU//TDuCNWOHH6Edwdj6nZvk38pP0I5h7O9bX9COACCNImH3t4JKplLaETBIMdINDAAj3WCkGwAAAPtwZBgAAAAAAIoo3QAAAAAApAmlGwAAAACANKF0AwAAAACQJuxeDjjgwyOO0o5g7Nkdb2pHsKZrca12BCO5l3xXOwLe4/CSMu0Ixja3ZH6jSQCZE9IOYAG7R2cfH3bFPxCUbsABPhVWH1BaYRuFFUC2o7AiHQbLMW6UbgAYiFRSOwGANPJhNE+EggQA2WRwjOcDgCW7L/6aSDji9Nvui7+m/c+IXm4rn6YdAb0EnrwBALJHKAgCfjYDB+jt1zM/BfSwo8skJ++QjH9c7F97/UrtCFYUxKZoRwAAAHBeonPLBz6H6eUAMACpxje0I8AzowpLtSNYsa1tt3YEAACyEqUbAAaioFjCpW7vNJ3azaZd2aQj0Smtne3aMQAAQJpQugFggCitsK04r0A7gjFuHAAAsH+UbgAYANdHuZF9KKsAAPiN0g044Bux07QjGFtU/w/tCNZ03ub2Od15V9VqR/j/2Lvz6KrKe+HjvzNknpkJcwRUCtYRBWWQVkRbvVrF2ba8lnvFglO11VYLTni11zrWikO9tM4TFvWtVYsgRRAEBxQRUIRImEnIPJxz9vsHIW+QIQl77/Pbz5PvZy3XkpOsle9eSU7O7+xnPxsAAKDdYOgGDGDTwGoDhlYAAAC0FvfpBgAAAADAJ5zpBgwQCZv//lg8kdBO8MyaYZO1E1zpv/Ah7QR8R2ZKmnaCa9UNdXJ292O1M1yZtfFDK27hZtPt2/h+AHYrzO6gnZAUDN2AAWwaWE0Xe+0R44fW2GuPaCfgO6ob6rQTPDFr44faCa4xIAUL3w/AbiWVO7QTksL802cAkETRMy7XTnDNhmMAAAAwBUM3AAAAAAA+YXk5ALTRZ0dfo53gyuBl92on4DveKRiuneDaD0vf104AABgmGo5oJyQFQzcAtEHVLy+TfsO0K9yp+uVl2glopldOJ5kQW6WdAQBAUk0sPFE7IWlCjuM42hGAKYrXbEn61+zVv4tEU3sk/eti36o+e147wRNZg8/XTkCj/PQs7QRPlNVWaScAAJB0sfoNLX4OZ7oBJMWwzofJwq0rtTNc+3LsXXL4h/drZ7jyxbFXaSegmZpYvdTFGrQzXMtKTZeq+lrtDFdsOAab8P0A7JYWTbHi719rMHQDBriycIR2gmv/u32p5KZlame41rlnpWw7y+zl2Z17ikiJdgV2i4TCVtyn24bhqKq+1orrC2OJuHaCJ2z4mQKwf7FEXCLh9rGvN0M3YIBvnGrtBNfK68w/BhGRvEuO0E7wxmKuIQ4KW+7RbQtbBlYACLp4IqGdkDQM3YABtsW4VjIoUs69Shqe/6N2hisp518rcuVL2hmesGH1hC1vSAGwmw1nJNvTkIdgYSM1oA3YSA0r+w/WTvDEYWs+005Ao9cLzL98RETkx6XztRMAAEg6NlIDAI91ONSSawzXaAdgt9Wp/CkGAMBm/KUHgDZIP6FIqud+rZ3hSuboIpE3mLqD4qbShXJcQX/tDAA4oEMLemonuLaq9FthiW+w9M7top2QFAzdANAGoaEnStbQE7UzPPCWdoBrnTJztRM8EXcS8kn5N9oZaBQOhbQTXEtw5SB88GXpt9oJsND68uRfuqmBoRsA2iIe0y5Ao23V5doJaKZXTiftBE9sqNyuneBaOBSyYvC24fZtIvbsiM/3Azh4DN0A0Abxf/5T0n5zj3aGK3V3/Uo7ARYqrtimnQDLMBwFC98P4OCxeznQBuxejsrFM7QTPJE99L+0E9CoMLuDdoInSip3aCcAAJB07F4OAB6L9ByknQDLMKwCAGA38+9yDwAAAABAQDF0AwAAAADgE5aXA0AbODUV2gkAfJQWTdFO8ERdrEE7AQDQiKEbANoglJGjnQDARwyrAACvMXQDSIpDC3rKl6Xfame4VvO7SZL2y2u1M1yp+9MftRPwHV2z8rUTXNtcVaadgEZndj9GZm9cqp0BAGjELcOANuCWYagpma+d4ImMwhHaCQAAAMZrzS3D2EgNAAAAAACfMHQDAAAAAOAThm4AAAAAAHzC0A0AAAAAgE8YugGgDRqeuks7wTUbjsEmR3Tsp50AAEDShbQDkojdy4E2+Nes5N+C5QdnHyP13y5P+tf1WmbROO0ET4RDdvyJSFjw1B8J2/G+cTyR0E4AAAAHqTW7l3OfbsAAofQs7QQ0smFYtQXDKgAAMIEdpwkAAAAAAAgghm4AAAAAAHzC0A0AAAAAgE8YugEAAAAA8AlDNwAAAAAAPmHoBgAAAADAJwzdAAAAAAD4hKEbAAAAAACfRLUDALQstuR17QTX+uV1007wxNqdm7QT0ExWarp2gmtV9bXaCZ4IaQd4xNEOAABYh6EbMED0uB9rJ7i2dudd2gmwkC0Dqw0YVgEA2DeWlwMAAAAA4BOGbgAAAAAAfMLQDQAAAACATxi6ASRFr5xO2gkAAIMcVtBLOwEAPMHQDSApiiu2aScAAAyysrRYOwEAPMHQDQAAAACAT7hlGGCA2HvPaScAAAAAOAgM3YABoiMv0E7wwJ+0AwAAAICkY3k5AAAAAAA+4Uw3YID4tyu0EwCgRenRVO0EV2pj9cYfg8iu47BBejRVGhIx7QzX4omEdgIAZQzdgAEiPQdpJwBAi2wY9mw4BlvwvQBgC5aXAwAAAADgE850AwaIzX9BOwHNHNd5oHaCK0u2rtJOAAAAaDcYugEDREecp53ggQe1AzzD0AoAAIDWYugGDBBb8rp2AhoN6dBXO8ETy3d8o53giZB2gAcc7QAgoGz4/RbhdxwAQzdghOhxP9ZO8MBd2gGesGVYtQUvZgF78fsNwBYM3YABEju3aCcAgZMWTdFO8ERdrEE7AQikcMiOc90Jh7cPgPaOoRswQDivi3YCEDgMq4DdGFYB2IJbhgEAAAAA4BOGbgAAAAAAfMLycsAEcZbRAvtiwxWfLKAFAMBuDN2AARKVpdoJaCYlYvZTZ0M8pp3gmUg4op3gWiwR104AAAA+MvuVI9BOsJFasNg0tJqOgRUAAAQd13QDAAAAAOAThm4AAAAAAHzC0A0AAAAAgE8YugEAAAAA8AlDNwAAAAAAPmH3csAATn2NdoInuKcyYDfTf8f5/QYA+IGhGzBA/IsF2gmesOEFba+cTtoJniiu2Kad4Fp6NFU7wRO1sXrtBM/Y8DsOYN9Mf1NtN56noIGhGzBA9Ps/1E7wwC3aAZ6wYVi1hU3DKgAEHcMqcPC4phsAAAAAAJ9wphswQGz5HO0ENOqT21U7wRPryjdrJ6BRJGzH+9/xREI7AYCPwiE7FpgnHM7ZI/kYugEDRIeM0U7wwFTtAE8wrMJrDKsATMCwChw8O95eBwAAgFVsObMKAAzdAAAACBzOrAKwBUM3AAAAAAA+YegGgDY4tKCndoJrNhyDiD0bkLGAFgAAu9nxigUAkuTL0m+1E1yz4RhE7NmAjAW0AADYjd3LAQMkthVrJ6BRfnqWdoInymqrtBMAAADaBYZuwADhTr20E9CIYRUAAABtwfJyAAAAAAB8wpluwADxr5dqJ7hmy/1WUyJ2PG3WxRq0EzyRmZKmneBadUOddgIAtBvRcEQ7wbVYIq6dgDay49UjYLlI0THaCa7Zcr9VW4ZVWzCwAgDagoEVGlheDgAAAACATxi6AQAAAADwCUM3AAAAAAA+YegGAAAAAMAnDN0AAAAAAPiEoRsAAAAAAJ8wdAMAAAAA4BOGbgAAAAAAfMLQDQAAAACATxi6AQAAAADwSVQ7AEDLYsvnaCcAgVOY3UE7wRMllTu0EzyRHk3VTvBEQyKmneBaPJHQTgAANMPQDRggOmiEdgIQOCWVOyQcCmlnoFFtrF47AQCAQGLoBkwQSdEuAAIp4TjaCQAAAAfENd0AAAAAAPiEM92AAWLvv6KdgEbHdR6oneCJJVtXaScAAAC0CwzdgAGiw3+ineCBe7UDPMGwCgAAgLZg6AZMkIhrFwCBY8sWalyVDgCA3Ri6AQM47AoM7MURkWg4op3hWow31QAAsBpDN2CAUGqGdgIQSAysAAAg6Ni9HAAAAAAAnzB0AwAAAADgE5aXAyaIN2gXAACQdOGQ+VsmJhy2SwTaO4ZuwABObZV2AppJj6ZqJ7hSy8Z8AAzBwArABgzdgAFCWfnaCWiGoRUAAACtxTXdAAAAAAD4hDPdgAm4LRKwT+Zf7bnrfuMAAMBeDN2ACcIR7QIgkBhYAQBA0LG8HAAAAAAAnzB0AwAAAADgE4ZuAAAAAAB8wtANAAAAAIBPGLoBAAAAAPAJu5cDBoivWaKdgEZ9crtqJ3hiXflm7QQ0suG2ZyLsJA8AwP4wdAMGiPQ/TjsBjRhW4TWGVQAA7MbycgCAkcIhW84RAwAAm3GmGzCAU1OhnQAETsLhHDG8lxZN0U5wrS7WoJ0AAGiGoRswQHzFfO0ENOqWXaCd4IlNlaXaCWhkw5AnYs+gZ8txAF6zZXVRSsT88YfnKfOY/1MHtAPRY07XTvDAndoBnmBYhdd48QTABLasLuI5Fxq4phsAAAAAAJ8wdAMAAAAA4BOGbgAAAAAAfMLQDQAAAACATxi6AQAAAADwCUM3AAAAAAA+YegGAAAAAMAnDN0AAAAAAPgkqh0AoGXx1R9oJwCBVJTXXTvBta93btROAAAAPmLoBgwQGXC8dgIQSAysAAAg6FheDgAAAACATxi6AQAAAADwCUM3ALRBejRVO8E1G44BAADAFAzdANAGtbF67QTXbDgGAAAAUzB0AwAAAADgE3YvBwwQ++Qd7QQAaNGA/B7aCa6sLtugnYDviIYj2gmuxRJx7QQAyhi6AQNEv/9D7QQP3KIdAMBnDK3wGgMrABuwvBwAAAAAAJ8wdAMAAAAA4BOGbgAAAAAAfMI13YABnPoa7QQgkNhkCQAABB1DN2CAUGqGdgIQSAysAAAg6Bi6AQNwphvYmw1nuUV44wAAANsxdAMG4Ew3sDeGVQAAYAKGbsAAsRXvaSegmUMLemonuPJl6bfaCQAAAO0GQzdggOigkdoJaIahFQAAAK3F0A2YoKFOuwAIpEjY/DtfxhMJ7QQAAOAjhm7AAGykFhzp0VTtBE/Uxuq1EzzBwAoAAIKOoRswQCgrXzsBjWwZVgEAAJAc5q/LAwAAAAAgoBi6AQAAAADwCcvLAQPE1yzRTgACqV9eN+0E19bu3KSdAAAAfMTQDRjA2blVO8G1HjkdtRM8saFiu3YCGkXDESmuMP93wxbhUEg7wROO42gnuGb+EeySErHjZWpDPKadAECZHc9mgOWix5yuneDahoo7tRNgmVgirp2AZhIWDKsIFoZVALZg6AYMEPvX37QT0Kh/fqGsKSvRznDFhmNAMPXPL9ROcIXfi+DpasHdOzZXlWknAFDG0A0YIPqDS7UTPPCodoAnbHhRbsMxIJj42YLXGFgB2IChGzBAbM5T2gmuFWRkayd4orSmUjsBCCRbfsdjcTsuW6ior9FOcI1rugHYwo5nM8By0TGXaCe4VlozQzsBgI94QwpeY1gFYAuGbsAEDXXaBQBwQHbsXW7Pzt824GcKgC0YugETpKRpFwDAATFYwGv8TAGwRVg7AAAAAAAAWzF0AwAAAADgE4ZuAAAAAAB8wtANAAAAAIBPGLoBAAAAAPAJQzcAAAAAAD5h6AYAAAAAwCcM3QAAwLVu2QXaCa7ZcAwAgOBh6AYAAK5tqizVTnDNhmMAAAQPQzcAAAAAAD5h6AYAAAAAwCcM3QAAAAAA+IShGwAAAAAAnzB0AwAAAADgE4ZuAAAAAAB8wtANAAAAAIBPGLoBAAAAAPBJVDsAQMsS24q1EwDggMKhkHYCGiUcRzvBE1mp6doJnqiqr9VOAKCMoRswQGLDl9oJrnXMyNFO8ERtvEE7wRO2vAi0YdCzZUAKWfC9EBGJJxLaCWhky/MUADB0AyZwzH8RuL2mQjsBFvpeQR/tBNeW7/hGO8ETDKsAAOwbQzdggOiRY7UTPHCbdgAsZMvACgAA7MVGagAAAAAA+IShGwAAAAAAnzB0AwAAAADgE4ZuAAAAAAB8wkZqgAESW9dpJwCBlJOaoZ3gWkV9jXaCZ0y/aZgdN2+zC7cFBGADhm7AAOHO5t8WCfCDTQOrDRgt4DUGVgA2YHk5AAAAAAA+4Uw3YIKGOu0CAGiR6QuBOacKAPADQzdggpQ07QIAaBFDKwAAe2N5OQAAAAAAPuFMN2CARMlq7QQgkLpm5WsnuLa5qkw7AQAA+IihGzBBVp52ARBIZXVV2gloJhI2ewFdPJHQTsB3mL5PgAiXXQBg6AaMEM7rop0ABFJdrEE7Ac0wtMJrDKwAbGD2W9IAAAAAAAQYZ7oBA8TXf6adAARSfnqWdoJrZbUskQ+S9GiqdoJrtbF67QQAQDMM3YABQtkdtBOAQGJgDQ4bhlURBtYgiYYj2gmeiCXi2gkAlDF0AwYIdyjUTgCAA2JYhdcYVgHYgmu6AQAAAADwCWe6AQMkNq/VTgCAdqFTZq52gmvbqsu1EwAAzTB0AwZIfPqedoJrx3YaoJ3giQ+3rdZOAALJlutvGViDw/T7vu/GrfQAMHQDBoie8jPtBNc+3Pa4dgIAH3H9LbzGsArAFna8hQgAAAAAQABxphswQMNTd2knuDakQ1/tBE8s3/GNdgKaCYdC2gmuJRxHO8ETtiwv75iRo53gic1VZdoJrtnw+y1iz+84gIPH0A0YIOWS32gnuLb81yO0E2AhXswGhy3Ly20YVm3B7zcAW7C8HAAAAAAAnzB0AwAAAADgE4ZuAAAAAAB8wtANAAAAAIBPGLoBAAAAAPAJQzcAAHDNhts72XAMNkmJcJMdAHZg6AaANuiala+d4JoNx4DgCYfMf0lhwzGIiNjy1oHDLcPgMd5YgxY7/roAQJLYcA9fG44BwWPDfbptOAYREVtGVVu+HwgO7v0OLQzdAAAAAAD4hKEbAAC4lhZN0U5wzYZjAAAED0M3AABwrS7WoJ3gmg3HAAAIHoZuAAAAAAB8wr0YAAM4lTu0EwAAAAAcBIZuwACh7A7aCQAAAAAOAsvLAQAAAADwCWe6AQPE13+mnYBmeuR01E5wZUPFdu0ET+SnZ0lZbZV2BgAAwAExdAMGiPQerJ2AZmwZWk3HwA0AAEzA0A0YIPb+K9oJaDQgv4d2gidWl23QTvCEDfdV5jZVwL5FwxHtBE/EEnHtBADKGLoBA4Q62zHo2cCWYdUWDKzwWlFed+0E177euVE7wRMMqwBswdANGCAy4HjtBABoF2wZWAEAwcHQDRjA4dpVYJ9SIub/GWuIx7QTAACAj8x/tQK0A6H0LO0EIJAYWAEAQNAxdAMGiM19RjvBNdNvs7Xb9poK7QRPNCTMH1bjiYR2gici4bB2gids+X6wegIA4DXz/7IA7UB09EXaCa5tqPizdgIQSLYMq7ZgYAUAeM2Ot9cBIEl653bRTnDNhmMQEQlpBwAAALQCZ7oBA3Cf7uBYX75FO8E1G45BRMTRDgDgq+M6D9RO8MSSrau0EwAoY+gGDBAd/hPtBA/cqx0AADAIwyoAW7C8HAAAAAAAnzB0AwAA13JSM7QTXLPhGETs2RHflu8HALC8HDBA/Oul2glo1C27QDvBE5sqS7UT0MiWAamivkY7wTUbjkHEnh3xbfl+IFhs2ISTPU3Mw9ANmKCuVrsAjcJW/Lm2B/dUBgC0BQMrNJj/agVoD6L8qgZFSeUO4wc9m4Y8W46lICNbO8G10ppK49+ScoSzYAAA75n9yhFoJ8LdB2gnoFF6NFU7wbVINFVqY/XaGa7ZMByJ7BqQSmsqtTM8YcOwZ8MxAACChaEbMEBipx33VbaBDcOqLRiOgiUzJU07wRPVDXXaCWhky0ZqXJsOgKEbMECkx2HaCQBwQAyr8BrDKgBb2LFlKgAAAAAAAcSZbsAA3DIsOPrkdtVO8MS68s3aCQAAAO0CQzdggEjRMdoJaMSwCgAAgLZgeTkAAAAAAD5h6AYAAAAAwCcM3QAAAAAA+IShGwAAAAAAnzB0AwAAAADgE4ZuAAAAAAB8wtANAAAAAIBPuE83YIDEpq+0E9Coc2aedoIntlbv1E4AAABoFxi6AQOEux2inYBGDKsAAABoC4ZuwADxb1doJ6CZ/PQs7QRXymqrtBPwHeFQSDvBtYTjaCcA8JEtz1O2HAfMwtANGCDSc5B2ApphaIXXeAEFIOhseZ6y5ThgFjZSAwAAAADAJwzdAAAAAAD4hKEbAAAAAACfMHQDAAAAAOAThm4AAAAAAHzC0A0AAAAAgE8YugEAAAAA8AlDNwAAAAAAPmHoBgAAAADAJwzdAAAAAAD4JKodAKBl8W9XaCcAgRMJh6VrZr52hmsllTu0EwAAgI8YugEDRHoO0k4AAieeSDCwAgCAwGN5OQAAAAAAPmHoBgAAAADAJwzdAAAAAAD4hKEbAAAAAACfMHQDAAAAAOAThm4AAAAAAHzC0A0AAAAAgE8YugEAAAAA8AlDNwAAAAAAPmHoBgAAAADAJwzdAAAAAAD4hKEbAAAAAACfMHQDAAAAAOCTqHYAgJbFPnlHOwGNvtehj3aCJz7fsU47AQAAoF1g6AYMkFi8QDsBjRhWAbv1zu2ineDa+vIt2gmeGd75MO0E197fulI7AYCykOM4jnYEYIp/zVqa9K/5g7OPkYZtXyf963oto3CEdgIAAADgqVj9hhY/h2u6AQAAAADwCUM3AMBIP+p2lHYCAABAi7imGzBA/MuF2glo1D+/UDvBE2vKSrQTXHtj00faCQAAAC1i6AYM4NRUaCegUUhC2gloJhwy//uRYGuVQDH/J2oXfqoAIDgYugEDRI8cq53ggdu0AzyxuqzlzTKQPAys8Bo/UQAAr3FNNwAAAAAAPuFMN2AAp3KHdgIQSJkpadoJrlU31GknAAAAHzF0AwaI/+s57QRP5KZlaie4Vl5XLd2yC7QzXNlUWaqd4Jn6eEw7Ac2Yfj20IyIdM3K0M1zbzj4gABAoDN2AAaL/cYV2gnuTnpXyumrtCk/YNLSaLpaIayegGRuuh2ZgBQB4jWu6AQAAAADwCUM3AAAAAAA+YegGAAAAAMAnXNMNGMCpKtNOQKP0aKp2gidqY/XaCQAAAO0CQzdggFBWvnYCGjGsAgCXcqHbAAAgAElEQVQAoC1YXg4AAAAAgE8YugEAAAAA8AnLywEDNDz7P9oJAAAAAA4CQzdggJQLr9NOcO9Xf9cu8ER6NNX467ptOAYRkZCIONoRAAAALWB5OQC0gQ3Dqg3HIMLADQAAzMDQDQAAAACATxi6AQBGuqD78doJAAAALWLoBgAY6bmNH2gnAAAAtIiN1AADxP75pHYCGg3q0Fs7wRMrdqzXTgAAIOlyUjO0E1yrqK/RTvBESqT9jKLt50gBg0VPnaCd4IG/aAd4gmEVAABz2TKw2qAhHtNOSBqGbqANhvY8Q+GrlshpR01S+LrYl4KMbO0ET5TWVGonuDaz08naCZ742bZ3tRM8EQ6FtBM84Tjm74tv/hHskpWarp3giSs62bH/xB9K5mknAMYKOTb8dQGSpGJJYdK/Zs5xJRJN7ZH0rwuYoKZkvnaCaxmFI7QTAADAQYrVb2jxczjTDRjgQgt2aX6WTa/gsYqHz5eG/52unQEAAHBAnOkG2oAz3UBw2HCWW4Qz3QAAmIwz3YAleud20U5wbX35Fu0EWCajcIRULnhAOwMAAOCAGLoBAzCwAnuz5Uw3AACwW1g7AAAAAAAAW3GmGzDAbwpHaSe4dhe3GoHHMgpHSOl/fl87AwAA4IDYSA1oAzZSA4LDluXlbKQGAIC52EgNsAS3DAP2xu3CAACACTjTDbQBZ7qBYLHhbDdnugEAMBdnugGP5Qx9Kvlf1JK3xUZ0GaSd4In5W1ZoJ3iifPpp2gmeYGANjmg4op3giYST0E7wRMKCcyo5qRnaCZ6oqK/RTgCgjKEbQFJkhFPkl3V52hmumX9edZfP792uneDawDHl2glopjC7o5RUmv1zVZjdUbbXmv9zlRqJSmlNpXaGa1UNtVa8eQAADN0AkuZPaTu1E9Bo4NgK7QTXOj69UjsBzeREM+TQ/J7aGa6VxMx+40BEpKq+VjvBEwzcAGzBNd1AW4TmJP9rOmO4phues+FaaBGWlwMAAF2tuaY7nIQOAJBzuh+nnQDLMHAHS0FGtnaCazYcg4hIVmq6doInbNknAAAYugEkxcsbl2gnAPCRDdcQ23AMIvYsL48l4toJAOAJlpcDbcHy8oM2IN/8YxARWV3W8hIiE+z42fe0EzzRYebn2glodFhBL+0ET6wsLdZO8IQNZ7tt2b18U2WpdgIAH3HLMACBcXJmX3m0ZIF2Bhpl3PmIdoJrLC8PltU7N0g8YfbttiJhexYA2nC224ZjAAARhm4ASXJifaqc2Olk7QzXfrbtXe0ET3w59ErtBFgmLZIiYsEluNWJOu0E11Iidry8i1uyvJxd2AHY8awMIPAWp8a0E9BMVo75g8XqwwfJgC9WaGegUdwx+yz3br1zu2gneGJbjfm3aIzF+bsBwA4M3QCS4smti+WODsO1M9Do600dtBNcO7X039oJaObQvJ6ypa5MO8OVLmn5sr2+XDvDtc1VZVZsQpaZkiYNFhxHA28eAO0eQzeApKhuqJNrNtuxNNsGEbHjrCSC4+i0biJp3bQzXHurzvwzxGO6DNZO8MRbmz7RTgAAT7B7OdAW7F5+0Gy5T7cttz5j93J4LS2aop3giY7pOdoJniip3KGdAADtAruXAwiMlzcukdu7m7+R2svaAR6JbTH/mu4u/1ijnYBm6mINEtKOcMkRhtWgiYbN353PhqX+ANxh6AYMYMNOtOd0OUY+k2rtDDRKPSRPOwGWyUxJ007wRE2D+W9I2bSEkYEVgA1YXg60BcvLYYmakvnaCZ7gXt0AAEBTa5aXh5PQAQByRMd+2gmwDAN3sBRmm78jvg3HYBMblpYDgAjLywEkyR8T3UUKumtnuPbD0ve1Ezyx+vgp2gmwjA3XQttwDDZhaTkAW7C8HGgLlpfDEiwvBwAAcI/dywEExs8Lh8kOp147w7XZG5dqJ3ii4aX7tRNcy73yJe0ENBMNR4w/M2nDMYiIFOV1l693btTOAAA0YugGkBRzKr+S9eVbtDPQKOXcq7QTXCtvaJDcX/1dOwONctIypLSmUjvDFRuOQUSkKlajneAJW94EAQCGbgBJwcAdLA1P3aWdAMsUZnSUwoyO2hmuhY2/2/iua6Ft2IQsLZoiaZKineFaVX2tdgIAZQzdAJKiICNbO8ETNpwFExGROvOX+iNYSmq2ayd4wpbf8f75hdoJrn1Tvlk7wRMpETtebjfEY9oJgLHseBYAEHilNZXyo25HaWe49kbNR9oJnqh482vtBNc6vPikyM1vaWegUWlNpUTCZt+JNJ5ISNesfO0M1zZXlWkneIKl5QBswe7lQFuwezksYcPu5excDgAAtLF7OYDAuL37ydoJnrhp47vaCZ7YdtZl2gmuFQ8dKL0Wr9LOQKOs1HTtBE/Ycna1LtagneCa+VfX78LZLQAM3QCS4hOplBc3LtHOQKO8iwdrJ7iWe9Ur2glopjZWL9/vUKSd4conO76W9GiqdoZrtbF6K94EqWmokwQLMgFYgKEbQFJ8XFMiA/LNXya/uqzlJURGqGE3XXirID1b1lebfZeCgvRsqbdgs6h4ImHFjtmRcFgiIfPPd8cTCe0EAMoYugEkRUm1HTsb26J2nvnLsrec1l+6/GONdgYa9c7sop3giUjI7M3gdluxc712gms2vHEAACIM3QCSpKq+Vi4rHK6d4doTJe9rJ3iiepP59/Dt+9GX2gloZtm2NZKfnqWd4UpZbZV0yy7QznBtU2WpFcvkAcAWDN0AkqJrVr68vnOFdgYadbz5x9oJ7v2EoTtIUiJRqWqo085wJSUSlW3V5doZrqVFU8SxYPsu029BtxvLywFwyzCgLZRuGZad2S/5X9dj53Q5WjvBE/WOHTsb/7ghWzvBEz/bZv5u8jbcF1pEZIsl94YOM+gBANqAW4YBlqiN1WsnuHZcPEOu3mz+gGSLv3Kf7sDYbMmwmhKJSoPhm5DZcAw2CYdC7F4OwAoM3QCS4omGtTKkQ1/tDNeW7/hGO8ETsb8/rJ0AC6VEzH9ZkZuWqZ3gWkVdtXaCJxzHseJe3bxtAMD8v45AO3Bat6O0E1wbFM7RTvDEcvlGO8ETd926UTvBtZu6j5Y7Ns7VznDNlhfktlytlhZJ0U5wLS0zT6pjZl9fLyJSbcnu5TbcM12E3eQBN7imG2gLpWu6o6nm39/6hQ6j5Lwd87Qz0KiG5eXwWFo0RepiDdoZrthwDCL2HEdmSppUG745HwD7cU03gMD4ecUiyUxJ085wzZYXgPH1n2knwDKp4aikppr/sqIhZP413TYM3CL2PN8CgPl/HQEYoV9ON+0ET3y+Y512gicSC97UTnCt/J7/kNxf/V07A40aEnbs7J9qwfJyW9iwiSgAiDB0A0iSoek9ZNaOT7Qz0GjR7du0E1wbW7pAOwHNdMnMlwEZZr+5trpmk5TVVWpneKIgzfx9NGrjdVKUafbPlIjIwq0rtRMAKGPoBpAU9ZKQH3UYop3h2ltlX2gneGJHmLN5QdE5M087wRPba8tle225doZrHdNztRNcW1++Rcot2ME8Ny1TPi9fr52BRuGQDXvJ28GWW+lFwxHthKRh6AaQFHMrVmsneGJr9U7tBE/86M/9tRNcq5D+kvOzx7UzXLPlZ8qWHZqLy7doJ7gWEpEOGeaf6d5eU6GdgGZsGfQQHDFLLktqDYZuAEnxg5yB8teShdoZaOTs2K6d4FruNbO0E9DMsfmHyEc712pnuHJUXj9ZVva1doZrtfEG6ZXZWTvDNYZuALZg6AaQFF0lVXrkdNTOcG1DhfnDqohIeNhY7QTX/m/BNjm91Pxbn9li3pbPtRNcs+EYdvt4u/lvHgCALRi6ASTFg1s4yx0kc057RjsBlrHlek9bltDO6zBMO8G1MWUfaCd4Ip5IaCfAMrZcC92elpeHHMeSvy5AMoTmJP9rOmMkmtoj+V8XVqspseMMcUbhCO0EAADQjsXqN7T4OZzpBpAUPXI6yn+nmb97+aXb5moneOKzo6/RTnDtuE0faiegmd65XWRbjdmbwnXKyJOSSjsuIbHlDFJ6NFU7wTXuNw6AoRtAUqSFU2Vqw5faGWjUe0iZdoJ7m7QD0FwkFJaumQXaGa6N7DxIO8G1OZuXayd4hoEVgA1YXg60BcvLYQmWlwMAALjH8nIAgREJh63YTOa3haNleslc7QxXfls4WpzybdoZrmUedrZ2gidCImLDu99p0RSpjzVoZ7iSGk2ROsOPYbdIOKyd4FoikZCIBRtG2bLUH8DBY+gGkBSH5vfUTvCE6QO3yK5juHF+L+0MNLJh4BbZtbw8IyVNOwMikmnJ96HWqZeEY/6btQDA8nKgLVheDkuwvBwAAMA9lpcDCIwB+T1kdVnLT0pIjoaX7tdOcC33ype0E9BMfnqW9MjspJ3hyobqbVJZX6ud4Vq/3G5SEavWznBtU2WpdgIQSJ0yc2Vbdbl2BtqAoRtAUny1s0TCoZB2hmsJSxYHhQ41//ZtIgzdQZJwHCmu2qqd4ZoNy5m/qdisneAJG/5miNjzdwPBsbOuWlIi5o9xDfGYdkLSmP/dAmAEXnQES3TIGO0E12pKxrC8PEDK68w/s2qLRDt6IQu0R+1pWLWF+VtbAjDCLd1HayfAMgzcwWLD5l02HIOIPWeIoxbsXA4AIgzdAJJk6sa52gkAfFTdUKed4JoNxyBiz8oibrUFwBbsXg60hdLu5X06HpH8r+uxSdnmH4OIyO83zdVO8MT8jkO1EzwxcscS7QTXbLh/vYhYcX2hyK5bn9mgLlavnYBGvNAG7Mbu5YAlNlRs105w7aaKd6VfXjftDNdsOYNUHk/RTnDttNJ/ayegmXGdj5DtcbOv6+4YyZRthh+DiMgXFcUyILdQO8O15Tu+0U4AAE8wdANIivc6nqCd4ImRskk7wRNpITvOriI4/u+Wj7UTPJGwYOWBIyJltVXaGa7Zck03y+QBMHQDSIoHU3nRESTHXJGqneDaThktebfP1c5Ao5DYsXlXyIJNyEJix6ocW4ZV83+idjH/JwrQw9ANICle3LhEumUXaGegUfj4YdoJruWccad2ApqJJeKSHjX7zZzaWL1kpaZrZ7hWVV+rnYBmGFYBMHQDSJpNlaXaCdit1vzrVhEsnTJztRNcy05Nl23V5doZrhVmd9BO8MTm6jLtBE/YslkigoPVE+Zh6AaQFMM7H6ad4In3t67UTvBEYrH5u37vvH645P3hfe0MNKqxZLfs/PQs7QTXqmN1UmnB2W5usAPsG78Z5mHoBpAUPaO58sLGxdoZaJR6zV3aCa5lFI7QTkAztbF648/oRcJhqTL8GEREwqGQFdd0h4ThAoAdGLoBJMULGxfLbd1P1s5w7eaN72oneGLbWZdpJ7hWUzKfwTtA4omEdMzI0c5wZXtNhUTC5t+n2/Q3P3Zj4AZgi5DD2h2g9UJzkv81nTESTe2R/K8Lq9WUzNdOcI2BGwAAaIvVb2jxcxi6gbZg6IYltp0zUDvBE51eXqWdgEYpETsWzzXEY9oJnhjUobd2gmtdUszfnE9EZO7mz7QTYJnMlDTtBE9UN9RpJ3iiNUO3HX8hAQReNByRQ/N7ame49vmOddoJnkjUmr/8tMsba7QT0ExDPCZhw+9xnXAcK3YFvqpwpKxzzL9DwayNHxr/MwX4wZZhtT1h6AaQFKmRqKyt2KSdgUaOHRtNI0B65HTUTvDEhort2gmufRzfoZ3giYKMbO0ET5TWVGonwDKc6TYPQzeApPhtp+HaCZ64yZKN1OpKzd8sav2xA6X3hywvD4qyuirtBE9EwxHtBNf+vfULcSzYhixhyYZwgNfa07BqC4ZuAEmxwCmTD8u/1s5Ao7yx3bQTXMub/p52AppJCUckL9XsM5M76yulPmT+Nd0N8Zj0zu2ineHa+vIt2gkA4AmGbgBJ8Y9NH2knoJnIj87VTnCPoTtwdtabv4w2ZsFGapkpabKtZqd2BgCgEUM3ALRDkX5HaSe4xn26g6Ws1o7l5TZg6SkABIv5F/UBANolBm4AAGAChm4AAAAAAHzC0A0AMFJNyXztBAAAgBZxTTeApLHhPr423MNXRKTmxsu1E1zrMPNz7QR8R05qhnaCKxX1NRIOhbQzXEs4jpzS9QjtDNfe3vypmP/dEAtu3gbArZDjODwXAK0VmpP8r+mMkWhqj+R/XVjNhrPEXNMNAAC0xeo3tPg5LC8HABjJhjcOAACA/VheDiBpvtehj3aCa5/vWKed4InK//o/2gmudX5ttXYCmvlRt6Pki5pN2hmuHJ7RTf655VPtDNemdh0pT9eu0c5wbWVpsXYCAHiC5eVAW7C8/KDlpmVqJ3iivK5aO8ETle/9UTvBteyR12onoJm0aIp2gifiiYR2gmvxRFw7wRO8QAVggtYsL+dMN4CkuLLDUO0ET9y+ca52gieWnf2CdoJr73U8QUZuX6SdgUb9cwu1EzyxubZUO8ET26rLtRNcs2FTO5FdG9sBaN8YugGgHRoweJt2gmvd55m/fNYma8pLtBM8YcuAlBIx/yVeQzymnQAA3nAA+K62ttaZOnWqU1tbq52ylyC3tQXHESw2HIcNx+A4HEfQcBzBYcMxOA7HETQ2HIcNx+A4wToOrukGkqC8vFzy8vJk586dkpubq52zhyC3tQXHESw2HIcNxyDCcQQNxxEcNhyDCMcRNDYchw3HIBKs4+CWYQAAAAAA+IShGwAAAAAAnzB0AwAAAADgk8i0adOmaUcA7UEkEpHRo0dLNBq8HWWD3NYWHEew2HAcNhyDCMcRNBxHcNhwDCIcR9DYcBw2HINIcI6DjdQAAAAAAPAJy8sBAAAAAPAJQzcAAAAAAD5h6AYAAAAAwCcM3QAAAAAA+IShGwAAAAAAnzB0AwB8VV1drZ3QakVFRbJ9+/a9Hi8rK5OioiKFovatuLh4vx9btGhREksAJBs3WEqu+vr6/X5s27ZtSSyxE0M34IOGhgaZMGGCfP3119oprRaPx+Xjjz+W0tJS7ZRWKysr2+/H1qxZk8QS95566qn9fuz6669PYsnBGT16tHz77bd7Pf7BBx/IkUceqVB0cL755huJx+N7PV5XVycbNmxQKGq70tJSefDBB6W8vHyvj+3cuXO/HwuiU045ZZ9vgixYsEDGjRunUNQ+lZWVyZ///Oemf1988cXyk5/8pOm/8ePHH/D52ASJREJee+01Oeuss7RTWmXmzJnyxhtvNP3717/+teTn58vw4cNl3bp1imVtc+edd+7z8Xg8LhdddFGSaw7eLbfcIl999ZV2hivnnXeeJBKJvR7fvHmzjB49OvlBLnzzzTfaCXth6AZ8kJKSIrNmzdLOOKCrr75annjiCRHZ9cdt1KhRcvTRR0uvXr1k7ty5unGtdPrpp0ttbe1ej3/55ZfG/YGYPHmyvP7663s9fs011xxwIA+K3NxcOeKII+S5554TkV0vYKdNmyYjR46UM888U7muZbNnz5bZs2eLiMg///nPpn/Pnj1bZs2aJbfddpv07dtXN7KVHnroIXnvvfckNzd3r4/l5eXJ/Pnz5cEHH1Qoa7sRI0bI2LFjpaKioumx9957T04//XSZOnWqYlnbbN68WS699FIpLCyUaDQqkUhkj/+C7rHHHpMFCxY0/Xv27NkSDoclLy9P8vLyZPny5XLfffcpFh681atXy4033ig9e/aU8847Tzun1aZPny4ZGRkiIrJw4UJ56KGH5O6775ZOnTrJNddco1zXevfdd588+uijezwWj8flggsukI8//lipqu1efvllGThwoJxwwgny0EMPydatW7WT2mzjxo1y2WWX7fHYpk2bZPTo0XLYYYcpVR2coqIiOemkk2TGjBmyY8cO7ZxdHAC++PnPf+7cc8892hn71aNHD2fJkiWO4zjOrFmznMLCQufLL790fve73znDhw9Xrmud008/3Tn11FOdhoaGpsdWrFjhdOvWzbnyyisVy9ruH//4h5OXl+fMmzev6bHJkyc7hYWFzhdffKFY1np//vOfnaysLOfCCy90hg0b5vTo0cN5++23tbNaJRQKOaFQyAmHw03/v/u/1NRUZ+DAgc5rr72mndkq3//+95133nlnvx9/5513nCOPPDKJRQcvkUg455xzjjNixAinpqbGmTNnjpOdne3cd9992mltMm7cOGfQoEHOww8/7MyaNct59dVX9/gv6IYOHeq88cYbTf/Ozs52vvrqq6Z/v/LKK8b8TDmO41RXVzv/+7//64wYMcJJSUlxwuGwc//99zsVFRXaaa2WkZHhrFu3znEcx/n1r3/tXHrppY7jOM5nn33mdOrUSTOtTT788EMnPz/fef755x3HcZz6+nrn7LPPdg4//HBn48aNynVt89lnnzk33nij069fPyclJcU57bTTnKefftqpqqrSTmuVbdu2OYMGDXKuvvpqx3Ec59tvv3UGDhzojB8/3onH48p1bbN06VLnuuuuc3r27OmkpaU5Z555pvPCCy84tbW1ak0M3YBPbr/9dic/P98555xznOnTpzv333//Hv9pS0tLc4qLix3HcZyJEyc6V111leM4jvP11187OTk5mmmtVlNT45x00knO+PHjnUQi4Sxfvtzp0qWLc80112inHZRnn33WKSgocJYsWeJMmjSp6Y0Qk9xwww1OKBRyUlJSnAULFmjntFnfvn2drVu3ame4kp2d3fRifF/WrVtnzO+44+x6EX7KKac4w4cPd7Kzs50HH3xQO6nNsrOznY8++kg746B17Nhxj+eiY445punvh+M4zldffeVkZWVppLXJBx984EycONHJzc11jj32WOe+++5zNm3a5ESjUefzzz/XzmuTzp07O8uWLXMcx3GOPPJIZ+bMmY7jOM6aNWuM+F409+677zq5ubnOq6++6pxxxhnOoEGDnE2bNmlnufLvf//bueKKK5zOnTsb9XxbXFzs9OnTx7n66qudAQMGOOeff74Ti8W0sw5aIpFw5syZ4/ziF79wCgoKnNzcXGfChAkqLVHtM+2ArR5//HHJz8+XpUuXytKlS/f4WCgUkiuvvFKpbJeuXbvKihUrpHv37vLmm2/Kww8/LCK7Nr0yYbmjiEh6erq8/vrrMnr0aBk/frzMnz9ffvrTn8of/vAH7bSDcsEFF0hpaamcdNJJ0rlzZ5k3b570799fO6tVSktL5Re/+IX861//khkzZsi8efNk7Nixcvfdd8sVV1yhnddqa9eubfr/2tpaSU9PV6w5OJFIREpKSqR37977/HhJSYmEw8G9uuzTTz/d67GpU6fKhRdeKJdccomMHDmy6XOOOOKIZOcdlF69ehm9KVR1dfUemyx9+OGHe3y8qqpqn9eCBs3w4cNlypQpsnjxYjn00EO1c1w55ZRT5Be/+IUcddRRsmrVKvnRj34kIiKff/65MZfC7DZ69Gj529/+Juecc44cfvjhMm/ePOnUqZN2litZWVmSkZEhqampe1weE3Q9e/aUt99+W0466SQ55ZRT5G9/+5uEQiHtrIMWCoXk5JNPlpNPPlkmTZokl112mcycOVP+8pe/JL2FoRvwSfMX70E0YcIEOe+886R79+4SCoXklFNOEZFdG18F+dqd724AFQqF5Pnnn5cf/vCHcs4558jNN9/c9Dn7uqY1SK699tp9Pt6lSxc56qijmt4IERH54x//mKysgzJ48GDp16+ffPTRR9KvXz+ZOHGiPP/883LFFVfIG2+8sceGP0GWSCTkjjvukEceeUQ2b94sq1atkqKiIrn55pulb9++e13vFkRHHXWUvPrqq3LCCSfs8+OzZs2So446KslVrXfkkUdKKBTaY0jd/e8ZM2bIo48+Ko7jSCgU2uemd0F03333yQ033CAzZswwbiAS2XV95LJly2Tw4MH7/PiHH34o/fr1S3JV240ZM0aeeOIJ2bJli1x66aVy6qmnGjtQ/OlPf5KbbrpJiouL5eWXX5aOHTuKiMjSpUvlwgsvVK47sJ/85Cf7fLxz586Sn58v//mf/9n02CuvvJKsLNfWrl0rzzzzjDz99NOyatUqGTlypEybNk3Gjx+vnbZfBQUF+/wdqK6ultdee63p50pEgnNtdBsUFxfLs88+K88884wsX75chg0bJg899JBKC0M34LP6+npZu3atHHLIIRKNBudXbtq0aTJ48GApLi6W8ePHS1pamojsOkt2ww03KNftX35+/j7/QDiOI4888ojMmDHDmBfkH3300T4fP+SQQ6S8vLzp4ya8KLz88svld7/73R5nUM8//3w58cQTZcKECYplbXP77bfLzJkz5e6775aJEyc2PT5kyBC59957jRi6J0+eLBdccIH07NlTJk2a1LRyJR6Py8MPPyz33nuvPPPMM8qV+xf0Nyxb67svZquqquSQQw6RzMxMSUlJ2eNzg/5i9uyzz5abbrpJxo4dK926ddvjYxs3bpSpU6fKT3/6U6W61nvrrbekuLhYnnzySZk0aZLU1NTI+eefLyJmPM82V15eLg888MBeq1amTZt2wFvtBUFeXt4+Hz/11FOTXOKdYcOGyeLFi2XIkCEyYcIEueiii6RHjx7aWS0ydQPEljz66KPy9NNPy4IFC+TQQw+Viy++WF599VXVNz1DjsnrnYAAq66ulilTpsjMmTNFRJrOmF155ZVSWFgYqMHWpGW08+bNa/Xnjho1yscSiIjceuutct1110lmZqZ2iif69+8vM2bMkB/84AeSk5Mjn3zyiRQVFcnKlStl2LBhxtxS73e/+53ceeedkpOTI0VFRRIKheSrr76SyspKuf766+W///u/tROtt/u5vzV+9rOf+VjiXkVFhRx//PHy7bffyqWXXioDBw6UUCgkK1eulKeeekp69OghixcvlpycHO3UNnn77bflL3/5i7z66qvSq1cvOffcc+Xcc8+Vo48+WjutRZFIRDZu3ChdunTZ4/Ht27dLly5dAv+msxDi0+sAACAASURBVG1++9vfysUXXyzf+973tFMguy7pueCCC+Tiiy8OzG1LGboBn1x11VWyYMECue+++2TcuHHy6aefSlFRkcyePVumTp2637OcyRKPx2X69OlGL6O1weOPPy5jxoyRoqIi7ZSDsr8XfqbKyMiQlStXSp8+ffYYulesWCFDhw6VyspK7cRWW7x4sTz99NOyZs0acRxHBg4cKBdddJEMHTpUO61NVq1aJXPnzpUtW7bsdd3w73//e6Wq9qe0tFRuvPFGeeGFF5ruyZ2fny/nnXeeTJ8+XTp06KBcePBKS0vlqaeekr/85S/y6aefGjGwhsNh2bRp017PvevWrZNBgwZJVVWVUhlMlkgkZM2aNft8vh05cqRSVdvtXvEYJAzdgE/69Okjzz//vJxwwgl7vHhfs2aNHH300Xtdm5xst956q8ycOVNuvfVWmThxonz22WdSVFQkL7zwgtx7772ycOFC1b4D6dGjh4wZM6ZpcwwTriXcn6ysLKmtrZUePXo0Hc+YMWP2uwlW0OzvhZ+pjj32WLn66qvlkksu2eP39pZbbpF33nlH5s+fr53Yrjz22GMyadIk6dSpk3Tr1m2PF1GhUEiWLVumWNc2Nr2Y3X0P4s6dOwfuha1by5YtC/SZ7t17gdx///0yceLEPVYZxeNx+eCDDyQSiexxX/Ug27x5s1x33XXyr3/9S7Zs2bLXhoNBfgPk2muvldtuu02ysrL2u0fLbkHfl0VEZNGiRXLRRRfJunXr9vo+mHDJ3qeffiqDBw+WcDi8zw05m9PYhDM4F5gCltm6des+B5GqqqpAvEj561//Ko8++qj84Ac/kMsvv7zp8SOOOEJWrlypWNayyy+/XObNmydTpkyR2tpa6dWr1x5DeM+ePbUTW62srEwWLVok8+bNk3fffVd++ctfSm1trfTp02ePYyosLNRO3a8g/Dx7ZerUqXLppZfKhg0bJJFIyCuvvCJffvml/PWvf5XXX39dO69Vqqur5frrr5dXX31VGhoa5Ic//KE88MADRu4GfPvtt8sdd9whv/nNb7RTXDH9xWxzoVDI+DfZ3nzzTcnOzpaTTjpJRHZtSvbYY4/JoEGD5E9/+pNy3YHtXiXnOI4sX75cUlNTmz6Wmpoq3//+9+W6667Tymuzn//857J+/Xq5+eabmzZ2NcVHH30kDQ0NTf+/P6Yc0+WXXy7HHnusvPHGG8Z9L0R2bcK5+yTAgTbk1HrO5Uw34JNRo0bJueeeK1OmTJGcnBz59NNPpV+/fjJ58mRZs2aNvPnmm6p9NiyjbWhokIULF8rcuXNl3rx5snDhQqmrq5OioiIZM2aMzJgxQzuxzRoaGmTRokXy7rvvyty5c+WDDz6Quro6icVi2mn7FA6HZfDgwS1uEmjSGcl//vOfMn36dFm6dKkkEgk5+uij5fe//72MHTtWO61Vrr/+enn44Yfl4osvlvT0dHn22Wdl9OjR8uKLL2qntVlubq58/PHHxl5+sduRRx4pAwcOlFtuuWWfL2b3t7FU0Jh8VrK5IUOGyF133SWnn366LF++XI477ji59tprZc6cOXL44YfLk08+qZ3YogkTJsj9998f+Lt0tCQnJ0fmz58fmOtu27OsrCz55JNPjLlV6XetW7dOevfuLaFQSNatW3fAz+3Tp0+Sqv4/znQDPrnzzjtl3LhxsmLFConFYnL//ffL559/LgsXLmzTZmB++d73vifz58/f64nnxRdfDPTthJpLSUmRkSNHNi3NLC0tlXvuuUcefPBBefzxx40cuuPxuNTX10tdXV3TsB305fOnnnqqZGdna2d45tRTTzV6F91XXnlFnnjiCbngggtEROSSSy6RE088UeLxeNNO5qYYP368vPXWW3usxjHR6tWr5aWXXjL2xexuJp+VbG7t2rUyaNAgERF5+eWX5cc//rFMnz5dli1bJqeffrpyXes0f2OguLhYQqGQUau8djP9HvY2Of7442XNmjXGPk81fz2rMVS3hKEb8Mnw4cNlwYIF8j//8z9yyCGHyFtvvSVHH320LFy4UIYMGaKdZ8Uy2traWlmwYIHMnTtX5s6dK0uWLJG+ffvK+eefb8zO5bW1tfL+++/L3LlzZc6cOfLhhx9KUVGRjBw5UiZPniyjRo0K9NJykV1nVk1fbmqT4uJiGTFiRNO/hw4dKtFoVEpKSqRXr16KZW3Xv39/ufnmm2XRokUyZMiQvW61deWVVyqVtY3pL2Z3+/e//23FWcnU1FSprq4WEZF33nmn6XZnHTp0UN9vpbVisZjccsst8sADDzStTMvOzpYpU6bI1KlT9/pdCSrT72EvIvLuu+/KsmXL5IQTTpATTzxRZsyYIXfccYfU1NTIWWedJQ888IBkZGRoZ7ZoypQp8qtf/Uo2bdq0z+dbjeugD9b27dub7jFeXFwsjz32mNTU1MiZZ565x9/HZGJ5OdCOmbqMdurUqfLuu+/KkiVLpKioSEaNGtX033fvIRt06enp0rVrVznzzDNl5MiRMmrUKKMGWFt2L//uPZX3J+j3UxbZ9T3ZtGmTdO7cuemx5pe4mORAvaFQSL7++usk1hy8WbNmyU033STXX3+90S9mBw0aJE8//bQxq6H258wzz5T6+no58cQT5bbbbpO1a9dKjx495K233pLJkyfLqlWrtBNbdPnll8usWbPk1ltvlWHDhomIyMKFC2XatGnyH//xH/LII48oF7ZOQUGBVFdXSywWM/Ie9rs3e+zbt698++23MnXqVLnjjjvk0ksvlXA4LE899ZRMmjTJiNs0fvee7yL610G31fLly+WMM86Q4uJiGTBggDz33HMybtw4qaqqknA4LFVVVfLSSy/JWWedlfQ2hm7AJ9xD0z/hcFh69+4tN9xwg4wfP77p3UwTHX/88fLxxx/LoYceKqNHj5ZRo0bJ6NGjjTkmW3Yvb35PZcdxZNKkSXLrrbfudVxBv5+yyK7vyWmnnSZpaWlNj7322msyZswYycrKanrslVde0chrl2x4MSsi8tZbb8k999xj9FlJEZH169fLFVdcIcXFxXLllVc23SLzmmuukXg8Lg888IByYcvy8vLkueeek9NOO22Px//xj3/IBRdcIDt37lQqa5uW7mcf9OfcwYMHy3/913/JlClT5M0335QzzjhDHn/88abuF198UW688UZZs2aNcmnLgngddFuddtppEo1G5Te/+Y089dRT8vrrr8vYsWPl8ccfF5FdZ/OXLl0qixYtSnobQzfgk/0NIyUlJXLIIYdITU2NUpn53nzzzaYl5R999JEMHDiwaWAdNWrUHmf4TFBVVSXz589v2jxtX8cU1KG2+cYlrWHKxljNNxc0zYQJE1r1eSZsFmULk1/MfncVSFVVlbFnJW3StWtXmTt3rhx++OF7PP7FF1/IyJEjm27rBn9lZmbKF1980fQ7nJqaKp988knT92X9+vUyYMAAqaur08xsNzp16iRz5syRI444QiorKyU3N1cWL14sxx57rIiIrFy5Uk444QQpKytLehvXdAMe2/0OeSgUkscff3yPDabi8bi89957cthhh6m0dejQQVatWiWdOnVqcTltkF88jRs3TsaNGyciIhUVFTJ//nyZN2+e3H333XLxxRdL//795eSTT5aHHnpIubR1srKy9nlMb7/9tkycOFEqKysDu3t5W4cF3uf1n+nDdEv3u23OhHvfigR7qG7Jfffdp53guWXLlklKSkrT/ip///vf5cknn5RBgwbJtGnT9rgNV1D98pe/lNtuu02efPLJplUtdXV1cscdd8jkyZOV6w6sLdfNB3139tra2j2u105LS9tjlVFaWlpg/36LiMyePbvVn3vmmWf6WOKNHTt2NF1mmJ2dLVlZWdKhQ4emjxcUFEhFRYVKG0M34LF7771XRHYNF4888sgeuwWnpqZK37591a61uvfeeyUnJ0dE7HkhlZOTI6effrqceuqpsnjxYpk9e7Y8/P/au++oqK52DeDPDB1s2AFFERUbNvD6BWxYgl0xahCxm2jssWFLxBpL7GL5RBE19tgSCxrFhopBbIkFBQTsURQVLJRz//Ay16EJxpl9Djy/tVjLOWfWykOGmTn77L3fd8UKrFy5UjGD7nRpaWn4888/cfz4cQQHByMkJASJiYmKvmAnMVJSUmBqaopLly6hVq1aouPkSU79bj+khMrZQ4YMwbx58zQ3Xzdu3AgPDw/N4+fPn8PLywsHDhwQGTNHcl/e+ykGDRqECRMmwNHREVFRUfD09ISHhwd27NiBpKQkRXw/Xrx4EUePHkW5cuVQp04dAMDly5fx7t07tGjRAl26dNE8V25bSYoVK/bR969Stl6oVCq8fPkSpqammsyvXr3S3FiQe2G+3O5tVsJrkS7j35Zcviu4vJxIR9zc3LBr1y5YWlqKjpIvpaWlISwsTLMkO32AWq5cObi5ucHNzU0RF4t//vmn5nc4ffo0Xr16hXLlyqFZs2aa30PJeyczUsqybaXkzIm9vT127dqluSAn/ctY2yPj9opHjx7B2tpaMRezwPvP3tu3b+Px48dIS0vTOpfevlHuihYtivDwcNjb22Pu3Lk4duwYgoKCEBISAk9PT8TFxYmO+FG53UYCyG/1S17apsq9E4lardYa1KUPvDM+VtJ7XMky1jTJWM/k7du3OHTokJDXgzPdRDoSHBys9Tg1NRVXr15FhQoVZDEQj42NzfG8ra2tnpLkXdu2bRESEoKXL1/C2toazZo1w6JFi+Dm5qa4QVLDhg1hZWWFZs2aYeHChWjWrJni2wopUcYlze/evcOsWbNQtGhRreNKWc4MAFOmTMHEiROxadMmreV1ShAVFQU7OzvZzFB8qozzGkqf5zh37hy8vLwQExOT6XdR0sBCkiTNDYM//vgD7du3B/C+Z/STJ09ERss1uQ2k80LuA+m8yHitR2JlnGzx9vbO9Jz0FoH6xkE3kY6MGjUKjo6OGDBgAFJTU9GkSROcPXsW5ubm+P3339GsWTOh+SpWrJjjBa2cL56KFi2K+fPnw83NDVWqVBEd51+5fv06HBwcRMfQG7kOojIuaXZxccnUjkqu2bOzdOlS3L59G9bW1qhQoYJW5XLg/b5WuapSpYrWDPHXX3+NpUuXokyZMoKTFWyDBw+Gs7Mz9u/fDysrK8W9J6ZPn44xY8bA2dkZM2fORMuWLXHixAmsXLkSABAdHa34v7E3b95g+fLlGDt2rOgoOerduzf8/Pw0W94uX76MGjVqKKa/eLr8cAPB1tYWFy9e1HRNWb58OXr37i37/fRZkfPNKC4vJ9IRGxsb7N27F87OztizZw+GDh2K4OBgbNiwQbNfV6TLly9rPU5OTsbFixexcOFCzJo1S2s/mBIlJSXB3NxcdIyPevbsGTZt2oQ+ffpk+oJLSEjAhg0bsjwndxmX2KXLD8u2lWLatGk5np86daqekuRdxu4PSv27+djvobTl5RYWFrh8+bJiV+OkL/d/+PAhevbsidjYWIwePVrzXhg+fDiePn2KzZs3C06asydPniA0NBRGRkZo0aIFDAwMkJycjBUrVuCnn35CSkqK7GfsP7b1QmmUXJwv4+eU0l8LueJMN5GOPH36VFNB8cCBA+jWrRuqVq2KAQMGyKIHaFb7PJ2dnWFtbY358+crYtDdrFkzbNq0CeXKldM6Hhoail69eiEiIkJQstxbvnw5rly5guHDh2c6V7RoUZw6dQovXrzA5MmTBaT7dCYmJlptU9IdPHgQNjY2glJ9Pkq4KJHzoLog+fHHHzU3ADNuW0hKShIZLc8aNmyI27dvK3bQnT7PVLt2bVy9ejXT+fnz52sVP5WjM2fOoF27dkhISIBKpYKzszMCAgLQuXNnpKWlYcqUKejfv7/omB+V37Ze5IfifOmU/loA71sbzpkzB0ePHs2y/kTGlWz6wEE3kY6UKVMG165dg5WVFQ4dOoQVK1YAeH+RJecv9apVq+LPP/8UHSNXihQpgtq1a2PFihXw9PREWloapk+fjp9++inLQawc/frrr1iwYEG25wcNGoSxY8fKdtCdXXun1NRUzJkzR7NcLX0vdKNGjfSWTZeUdFESFhaG69evQ6VSoXr16nBychId6aNUKpVsK9DmRZMmTXDz5k3N46y2LSil+BjwfiZ4zJgxePjwIRwdHTMtBa5du7agZLmX09+RqampHpN8mh9++AHu7u6YMmUK1q1bh8WLF6N9+/bw9fVFr169FPk+yQ8iIiJQt25dAMCOHTvQpEkTbN68WVOcT0mD7vxg4MCBOHHiBHr16iWbrTAcdBPpSL9+/dC9e3fNm71Vq1YA3s/CiurT/aGMbSwkScKDBw/g6+urmH3S+/btw6pVqzBw4EDs27cPd+7cQWxsLPbv34+WLVuKjpcrkZGROf7/rlKlCiIjI/WYKG8WL16MOnXqoFixYlrHJUnC9evXYWFhIYsvu4Lo7t276NGjB0JCQjSvz/Pnz+Hi4oItW7agfPnyghNmT5Ik9O3bV1OB9s2bNxg8eHCmfelya4WU0fHjx0VH+Ky++uorANCaSVWpVIqq0NyiRQsYGuZ8+SvnegeXL1/GiRMnULNmTcycORNLlizB3Llz0a1bN9HR8uzatWt4+PAhgPfv+Rs3buDVq1daz1HCjRxA+cX5/P39Na0MU1JSsH79epQsWVLrOSNGjBAR7ZMcPHgQ+/fvh6urq+goGhx0E+mIr68vatWqhbi4OHTr1k1z8WhgYIAJEyYITpd1n0xJklC+fHls3bpVUKq8Gzx4MGJiYjB37lwYGhri+PHjcHFxER0r1wwMDHD//v1sq8Xfv38farVaz6lyb9asWVizZg0WLFiA5s2ba44bGRlh/fr1qFGjhsB0BVv//v2RnJysVazv5s2b6N+/PwYMGIDDhw8LTpi93FSgzY/kvm0hOjpadIR/zd3dXTO4UKL4+HiUKlUKAGBubg5zc3PUq1dPcKpP06JFC61VQ+kDVaXdyAGg6OJ8tra2WLNmjeZx2bJlsXHjRq3nqFQqRQ26LS0tZde1g4XUiAqojH0y1Wo1SpUqhcqVK390FkAunj17hoEDB+Lo0aOYP38+Tpw4gT179mDevHkYMmSI6Hi54ubmhoYNG2LOnDlZnvfx8cH58+dl3Zbkzz//hLe3Nzp06ICffvoJRkZGMDIy0lSjzY+UUNjLzMwMZ86cyXRBHh4eDldXV7x+/VpQMsqOEv6ulCxjwSglMjAwQEREBEqVKqW5UX769GlUrFhR63lyL74ZExOTq+dVqFBBx0k+jytXrii6OF9+s2nTJuzduxeBgYGyKaqrjCtrIgWaPn16jud//PFHPSXJWn5oc1GrVi3Y2dnh4sWLsLOzwzfffINt27ZhyJAh2L9/P/bv3y864kcNGzYMnp6eKFeuHL777jvNfv/U1FSsWLECixYtkv2XdYMGDXDhwgUMHToUzs7O2LRpU75fUq6E38/W1hbJycmZjqekpCi6mF1aWhr279+PtWvXYs+ePaLjFAhDhgzBvHnzNDPEGzduhIeHh+bx8+fP4eXlhQMHDoiM+VFKeN9+jCRJqFq1qtbjD2+sKWWGWCmD6dxScnG+3FBCR5h69eppvcdv376NMmXKoGLFipnqT4jYQsJBN5GO7N69W+txcnIyoqOjYWhoCHt7e+GD7h07dmDLli2IiIiAsbExqlatin79+sHd3V1orrwYPHgwJk+erLX8+uuvv4arqyv69esnMFnuffXVVxg/fjxGjBiByZMno1KlSlCpVIiMjMSrV68wbtw4dO3aVXTMjypUqBACAwOxdetWtGrVSvYXfP+WEhaJzZs3D8OHD4efnx+cnJygUqkQFhaGkSNH4ueffxYdL89u3bqFdevWITAwEM+ePVPUZ5XSrV69Gr6+vppB9tChQ+Hq6qp5/PbtWwQFBYmMmCtKeN9+jJxXPX0KOzs7eHt7o2fPnrKod/Op4uLioFKpNN1Uzp8/j82bN6NGjRr49ttvBafLHaV3hOncubPoCDmTiEhvEhISJA8PD2nDhg3CMqSmpkrdu3eXVCqV5ODgIHXq1Enq2LGjVLVqVUmtVkuDBg2SJEmSnjx5Iu3atUtYzpxMmzZNSkxMFB3jswoNDZVGjBghtW3bVmrTpo00cuRIKTQ0VHSsTxIXFyft2bNHevXqlegoeXL//n3phx9+kNzc3KRq1apJNWvWlNq3by/5+/tLKSkpWs89deqU9ObNG0FJc6dYsWKSsbGxpFarJWNjY61/W1paav3IVVJSkrR+/XqpcePGkpGRkaRWq6UlS5ZIL1++FB1NJwoVKiRFRkaKjpGJSqWSHj16pHmcMefDhw8ltVotIlqe3LlzR0pLS8v18wsXLiy71yMoKEh69+6d6BifzYIFCyRnZ2dJpVJJ9evXlxYtWiTdv39fdKw8a9Sokeba7sGDB1KRIkWkL774QipRooQ0bdo0welyp0OHDpKlpaW0ZcsWSZLeXy9OnTpVMjY2lsaMGSM4nfJxTzeRnv31119o37497ty5I+S/v3DhQsyaNQuBgYGaoiXp9u3bh379+mHChAkIDAxE7969MX78eCE5c2JgYIAHDx4oel8eyUtYWBhatmwJOzs7mJmZITQ0FD179sS7d+8QFBSE6tWrIygoCIULFxYdNdcCAwNz/dyMhctEO3/+PPz9/bFt2zZUrVoV3t7emm0Y+blWgFwLqWXcC51x7/mjR49gbW2d71a4yHGPfaVKlRAfHw93d3d06tQJbdu2zdQ9QokiIiLwyy+/YOvWrYiKioKbmxu8vb3Ru3dv0dFyxdLSEufOnYODgwOWLl2Kbdu2ISQkBIcPH8bgwYOF9IX+FKtWrcLYsWPRsWNHTUeY9evXK6YjTEbv3r3Lsk93dsVrdUr0qJ+ooDl16pRUrFgxYf99R0dHae3atdme9/f3l9RqtdS6dWvp7du3ekyWexlnXZQsMTFRGjJkiGRtbS2VKlVK6tGjh/TPP/+IjlXguLq6Sr6+vprHGzdulBo2bChJkiTFx8dLdevWlUaMGCEqXoFjYGAgjRo1Srpx44bWcUNDQ+nvv/8WlEr3ONMtL3J9PS5fvizNmDFDatCggWRiYiI1b95cWrJkiRQdHS062mdx9uxZqW7duor6m7KwsND8/+/QoYM0Z84cSZIkKSYmRjI1NRWYLO8mTJggqVQqycjISAoJCREd55PcvHlTatSokaRWq7V+VCqVsL8rznQT6cjSpUu1Hkv/1wd748aNaNKkCbZs2SIkl5mZGW7evJntXb6YmBhUqlQJr1+/hrGxsZ7T5Y5arcajR480bVOUbNy4cVixYgV69uwJU1NTbNmyBc2aNcOOHTtERytQzM3N8ddff2lmtNLS0mBqaoq4uDiUKVMGR44cQd++fXHv3j3BSfMmMjISAQEBiIyMxJIlS1C6dGkcOnQI5cuXR82aNUXHy9aXX36Jc+fOoUOHDujVqxfc3d2hUqkUVxV/+PDh6N69Oxo3bpyr558+fRoNGjTQtJiUC7VajW+//VZTSMnPzw/e3t4oWrQogPdFltasWcOZbgHu37+Pffv2Yd++fQgODkbVqlXRqVMndOzYEc7OzqLj5Un6Puht27YhISEBHTp0wLZt20THytGGDRvQvXt3NG3aFG5ubmjXrp3m86tOnTo4d+4cunbtirt374qO+lH5oSNMOldXVxgaGmLChAmwsrLKVESxTp06es/EQTeRjtjZ2Wk9Tm/J1bx5c0ycOFHYMtXixYvj+PHjqF27dpbnr169iiZNmuDZs2d6TpZ7arUatWrV+mhrMxHVKfPK3t4es2bNgqenJ4D3Fx2urq548+ZNvqh4qhQVK1bEL7/8AldXVwDAgwcPYGNjg8TERJiZmeHOnTuoXr26otpsnThxAm3atIGrqytOnjyJ69evo1KlSpg3bx7Onz+PnTt3io6Yo7i4OAQEBCAgIACvX7/G119/jRUrVuDKlSuoXr266Hi5olaroVKpYG9vjwEDBqBPnz4oW7as6Fh51qxZs1xV/s5vRb6UMOj+UGJiIg4dOoS9e/fiwIEDGD16NCZNmiQ6Vo7Sl5Vv3rwZd+7cgZubG3r27IkuXbooYjtP+na3a9euwcPDAy9evECfPn2wbt06AMCkSZNw48YN7Nq1S3DSj7OxsYGdnR02btyouYZN7wjzn//8RxEdYdJZWFjgwoULsirOx0E3UQHTrl072NraYuXKlVmeHzx4MGJjY2Xd+kWtVmPMmDGayrnZSe+TKWfGxsaIjo7WauFkZmaGiIgIlC9fXmCygmXUqFGau/smJiaYMWMGJEnSDCKCgoIwdOhQ3L59W3DS3Pviiy/QrVs3jB49Wmvw8Oeff6Jz586KmrU/cuQI1q1bhz179qB8+fLo2rUrunbtivr164uOliO1Wo0jR47gt99+wy+//IKEhAS0adMG33zzDdq2bavVeYHkR6577HMjLS0NT58+lf2KMLVaDWdnZ3h5ecHT01NxN6U+rHeQmpqKFy9ewNLSUnP+zp07MDc3V0QNmhkzZmTqCAMAd+/eRb9+/XDkyBFByfKuQYMGWLRoERo1aiQ6yv8TsqidiIQJCQmRjIyMpG7dukmhoaFSQkKC9Pz5c+ns2bNS165dJSMjI+n06dOiY+YoP+3pVqvV0uPHj7WOFSpUSIqKihKUqGB6+fKl1L17d8nQ0FBSqVSSi4uL1msQFBQkbd++XWDCvLOwsND8Dh/uTY2OjpZMTExERvtk8fHx0tKlSxWz3/PDz6p3795J27Ztk9zd3SUDAwPJ2tpamjRpknTr1i3BKT8/OVb9/hRy3NNdvnx56cmTJ5rHy5YtkxISEgQm+ndu3rwpOsK/olKpMn2HK01+7Ahz9OhR6YsvvpCCg4OlJ0+eSAkJCVo/InCmm+gz6tKlS66fK3Kp0e7du/Htt98iPj5e67ilpSVWr16NKXvzdAAAIABJREFUr776SlCy3MlP1cvVajXatGmjtYfzt99+Q/PmzWFhYaE5poSlafnBmzdvkJKS8tFVFEpQrlw5bN++HS4uLloz3bt378bYsWMRGRkpOuK/Eh4eroiZ7g+rfqeLjY3FunXrsH79esTFxXEvtEzExcVh6tSpmqXBctxjn/FvSsmz8flBVt/hWZHzd3h+uqZKlz5bn3FbjCRJUKlUQj5zc94QSUR5kl5URu48PDzg7u6OoKAg3Lp1CwBQpUoVuLu7awrlyFl+uleYVasmb29vAUkIAExNTUVH+Gy8vLzg4+ODHTt2QKVSIS0tDSEhIRg7dqxi2vAcOnQIhQoV0iwR9PPzw5o1a1CjRg34+fkJTvfpbG1t4evri6lTp+KPP/4QHYf+T3x8PAIDAzWDblktTc2GEr8PixcvjoiICJQsWRKWlpY51gvIODkgR4ULF4aZmZnoGJ9MiX9DHyPH+hKc6SaiHDk6OuLAgQOy2l8cExMDW1vbXBX2ATgTQAVTcnIy+vbti61bt0KSJBgaGiI1NRVeXl4ICAj4aCFCOXB0dMTcuXPRtm1bXL16FQ0aNMDo0aNx7NgxVK9eHQEBAaIj5sjOzg5hYWEoUaKE6Ch6JdeZ7n379uV4PioqCmPGjJH1yoOP9UxXgsDAQHh6esLExASBgYE5PjerG9Nykt1qFiXJTx1h5IyDbiIdiY6ORkpKCqpUqaJ1/NatWzAyMkLFihXFBMsjJX6hZyT33yElJQWmpqa4dOkSatWqJToO5TORkZG4ePEi0tLSUK9evUyfSXJWqFAh/PXXX6hYsSJ8fX3x119/YefOnQgPD0fbtm3x8OFD0REpC3L9zE2vJp/Tpa+opae5pVarMXPmTM0WGB8fH4wbNw4lS5bUet6IESNExCtw8sPS7PzUEWbevHkYPny4ZuXByZMn0bBhQ83y/5cvX8LHxwcrVqzQezb53+YmUqi+ffuif//+mS5wQ0ND4e/vj+PHj4sJRrJjaGiIChUqyPpCj5TL3t4e9vb2mse7du2Cr68vrly5IjBV7hgbGyMpKQkA8Mcff2iWxRcvXhwvXrwQGY1ykNtVSPpmZWUFPz8/dO7cOcvzly5dgpOTk55T5Y2trS3WrFmjeVy2bFls3LhR6zkqlUqRg27p/zpGvH79Gi4uLlpVwOUqv8xduru754taJhMnTkTfvn01g+727dtrrXRMSkrC6tWrOegmyk8uXryo6fn7of/85z8YNmyYgEQkZ1OmTMHEiROxadMmFC9eXHQcUrg1a9bg8OHDMDIywsiRI9GwYUMcO3YMY8aMwc2bN9GrVy/REXOlUaNGGD16NFxdXXH+/Hls27YNwPvevuXKlROcjrIj14GIk5MTwsPDsx10f2wWXA7u3LkjOsJn8fz5c4wcORLh4eH4z3/+gwULFqBt27Y4c+YMAKBUqVI4cuQIateuLThpzoKDg/P0nS3HLXsAMG7cOEXP1qfL+P6V0/uZDSKJdESlUuHly5eZjickJHBGkzJZunQpTp06BWtrazg4OKB+/fpaP0S59fPPP2Po0KGIjo7G3r170bx5c8yePRvdu3dH586dERsbi9WrV4uOmSvLly+HoaEhdu7ciZUrV2r62R88eBCtW7cWnI6yc/DgQc1rJSfjxo2Di4tLtucrV64sywJM+dHYsWNx9uxZfP3117h69Spat26N1NRUnD17FqGhoahRowYmT54sOuZHNW3aNE/1Me7cuYPk5GQdJso7ua5MyW84002kI40bN8ZPP/2ELVu2wMDAAACQmpqKn376SREVUfMTJXyhZDfzQpRXa9euxapVq9C/f38cP34czZs3x7Fjx3D79m0UK1ZMdLw8sbW1xe+//57p+KJFiwSkKbguXryIYsWKwc7ODgCwadMmrFy5ErGxsahQoQKGDRsGT09PzfPl+h3XuHHjHM9bWFigadOmekrzaTZs2JCr58m9Q8HBgwexefNmNG3aFP369UP58uVx7NgxNGzYEAAwd+5cdOzYUXDKgkFOs8H5GQfdRDoyb948NGnSBA4ODpov+lOnTuHFixc4duyY4HQFixK+UKZOnSo6AuUTMTExaNmyJQCgWbNmMDIywqxZsxQ34AbeF+4xMjKCo6MjAGDv3r0ICAhAjRo14OvrC2NjY8EJC4YBAwZgwYIFsLOzg7+/P0aMGIFvvvkGvXr1ws2bN/HNN98gKSkJ/fv3Fx013xs5cmS251QqFRITE5GSkiL7QfejR49QtWpVAICNjQ1MTU21llzb2trin3/+ERWvQImOjs5T5XK5d4Tx9/fX7E9PSUnB+vXrNYUGs1qBqi8cdBPpSI0aNXDlyhUsX74cly9fhpmZGXr37o1hw4Ypas/u6tWrUaZMGdExcvTs2TMEBgbi1q1bsLKyQp8+fbS+vOW61DErYWFhuH79OlQqFapXry77oj4kP2/evNHqN25sbKzYVjCDBg3ChAkT4OjoiKioKHh6esLDwwM7duxAUlISFi9eLDpigXDz5k1NMb4VK1Zg8eLF+PbbbzXnGzRogFmzZnHQrQfPnj3L8viDBw8wbdo0rFu3Dq1atdJzqrxLS0vTrAIE3lcB/3BVmhJWqOUXFSpUyNPz5TyRkZtCg7a2tvqOBYCDbiKdsra2xuzZs3N8zpAhQzB9+vRM7T70JTk5Gfv379cMWD08PGBhYaE57+XlJSRXTqytrXH16lWUKFEC0dHRmj16jo6O2LdvH37++WecO3cO1apVAyDfpY4funv3Lnr06IGQkBDNjOTz58/h4uKCLVu2yK7oCslbTnf60ymhunFERATq1q0LANixYweaNGmCzZs3IyQkBJ6enhx064mZmRn++ecf2Nra4t69e5olwOkaNmyI6OhoQekKtpcvX2Lu3LlYsmQJatasiaCgILi5uYmOlStynZEk5ZJzoUH26SYSTN/LdFxcXHDgwAEUK1YM//zzD1q0aIGbN2+iQoUKiIuLQ+nSpXHmzBlZzwyr1Wo8fPgQpUuXRo8ePfDw4UPs378f5ubmePv2Lbp27QpTU1Ps2LFDdNRc+/LLL/HixQsEBgbCwcEBwPvZpf79+8PCwgKHDx8WnJCUomLFih+dJVKpVIiKitJTok9XpEgRXLhwAVWqVEGrVq3Qvn17jBw5ErGxsXBwcMDr169FRywQevXqBRMTE/j7+6N79+5wcHDAjBkzNOfT65cooQ1dfvHu3TssX74cs2fPRsmSJTFz5kx07dpVdKxcy83nFIB8dzNHrj3s8yI//A7p9FlNnjPdRILp+77XuXPn8O7dOwDA5MmTYWBggJiYGJQtWxZPnz5Fx44d8eOPP2Lt2rV6zfWp0vuem5ubAwBMTEwwZcoURV18AO/3+585c0Yz4AYABwcHLFu2LMvWc0TZkfOd/tyaPn06xowZA2dnZ8ycORMtW7bEiRMnsHLlSgDvL8Tlvu0lP5k7dy5cXV3RtGlTODs7Y8GCBTh+/DiqV6+Omzdv4ty5c9i9e7fomAWCJEnYsGEDfvzxR6SkpGD27NkYMGCA1lJtJcgPn1OfQglb9goSfVaT56CbqAA7ceIEFi5ciLJlywIASpQogVmzZqFfv36Ck31c+h3yt2/fZvoCK1OmjOIKsNja2mb5wZ+SkiLrVQekfHLsGztt2jQMHjwYixcvRs+ePbFnzx5MnjwZlStXBgDs3Lkzx9ZP9HlZW1vj4sWLmDNnDn777TdIkoTz588jLi4Orq6uCAkJgbOzs+iYBUKdOnUQGRmJ4cOHY9SoUTA3N0diYmKm5xUpUkRAOt2R4+dUusTERGzevBlnzpzBw4cPoVKpUKZMGbi6uqJHjx6y37KXV9xv/2m4vJxIMH0v01Gr1Xj06BFKlSqFMmXKIDg4GDVq1NCcj4mJgYODA968eaOXPJ9CrVajVq1aMDQ0xK1bt7BhwwZ4eHhozp88eRJeXl64e/euwJR5s3fvXsyePRt+fn5wcnKCSqVCWFgYhg8fDh8fH7YUI52R41LBD7eQZOXNmzcwMDCAkZGRnpMRiaVWqzX/zmrwI0kSVCoVUlNT9RlL5+T4OQUA165dQ6tWrZCUlISmTZuiTJkykCQJjx8/xokTJzTbwz68zlI6ub4Wn0KfvwtnuokKoL59+8LExATJycmIiYnR+jJ48OCB7FsLZWyvlb60PN1vv/320X6sctO3b18kJSWhYcOGMDR8/9GckpICQ0ND9O/fX6sqcHx8vKiYRHqT02zKh9XZiQqS4OBg0RHoA0OHDkWTJk0QGBiYqYXhu3fv0LdvXwwdOlT2r9v169dx7tw5fPHFF6hWrRpu3LiBJUuW4O3bt/D29kbz5s01z1VSRxg54aCbqIDp06eP5t+dOnXCq1evtM7/+uuvmmrBcvWxntbz58/XU5LPh1WYibS1aNFCcwMqO+Hh4XpKQyQPTZs2FR2BPhAaGoqwsLBMA27gfbvGSZMm4X/+538EJMu9Q4cOoVOnTihUqBCSkpKwe/du9O7dG3Xq1IEkSXB3d0dQUJBm4K2EjjByxEE3kWDe3t563XsVEBCQ43lfX1/FFWTJDz68GUJEgLu7u6adEBG9N2DAAHz77beZ2rale/bsGb766iscO3ZMz8kKJktLS9y6dSvb5eO3b9+GpaWlnlPlzfTp0zFu3DjMnDkTW7duhZeXF7777jvMmjULwPuiu3PmzNGa7aa8455uos/swoULcHJyEh3jk8XFxWHq1KlYt26d6CgFTmRkJAICAhAZGYklS5agdOnSOHToEMqXL4+aNWuKjkf5lBz3531sTzdRQaVWq2FiYoIVK1ZkWfT00aNHsLa25p5uPfH19cXixYsxZcoUtGrVCmXKlIFKpcLDhw9x5MgRzJ49G6NGjcKPP/4oOmq2ihYtigsXLqBy5cpIS0uDiYkJQkNDUb9+fQDAX3/9hZYtW+Lhw4eCk35+mzdvRqdOnbSK3emK+uNPIaK8aNCgAezt7TF79mzcu3dPdJw8i4+PR2BgoOgYBc6JEyfg6OiI0NBQ7Nq1S7Ps/8qVKx9dTk+U37A6LlH2xo8fj0GDBmHkyJFIS0sTHadA8/X1xcSJE7Fw4ULUq1cPNjY2sLa2Rr169bBw4UJMmDBB1gPujNRqNUxNTbVq+xQuXBgJCQkCU+Xd3bt3M22fBIDk5GScPHlS89jLy0svA26Ay8uJdKJFixZYunQppk6dCnd3dwwcOBAdOnSQxbLtffv25Xg+KipKT0noQxMmTMDMmTMxevRoFC5cWHPczc0NS5YsEZiM8js59o3lIjyi7A0dOhTNmzdH9+7d8ffff2P79u0oXry46Fg6JcfPqXQ+Pj7w8fFBdHS0Zja4bNmysLOzE5wsdypWrIjbt29rWjKePXsWtra2mvNxcXGwsrISFS9PHjx4gE6dOuHChQtQqVTo2bMn/Pz8NFuV4uPj4ebmJmQlCJeXE31m6csiixcvjr1792LdunUICgpCyZIl0adPH/Tv3x8ODg5C86lUqhwvavNjuxG5K1SoEK5evQo7OzutZXR37txBtWrVZN3CjeTn6dOnuHLlCurUqYPixYvjyZMnWLt2Ld6+fYtu3bqhevXqoiPmKCYmBra2trme8S5SpAguXboku6WnRJ/bh1svYmJi4OHhgYSEBOzduxe1atXKN8vLHz16hNWrVytqljgrStiyt2rVKpQvXx7t2rXL8vzkyZPx6NEj+Pv76zlZ3vXp0wcRERFYtmwZnj9/jokTJ0KSJBw5cgSWlpZ49OgRrKyshKwQ4aCb6DPLai/ivXv3sG7dOqxfvx537tyBq6ur1vIWfbKxsYGfn1+2fZ8vXboEJycnxX9hK025cuWwfft2uLi4aA26d+/ejbFjxyIyMlJ0RFKI8+fP48svv8SLFy9QrFgxHDlyBN26dYOhoSEkScK9e/dw+vRpzX69/ECu+z2JPreM1xivX79G//798fvvvyMwMBCurq75YtB9+fJl1K9fn78H5YmNjQ12796tqRj/9u1bfP3114iJicHRo0eRnJws7P3B5eVEn1lWMzM2Njb44Ycf8MMPP+Do0aNC73g6OTkhPDw820H3x2bBSTe8vLzg4+ODHTt2QKVSIS0tDSEhIRg7dix69+4tOh4pyOTJk9GtWzcsXLgQq1evRufOndG6dWusWbMGADBw4EDMmDEDu3fvFpyUiPIq4zWGmZkZtmzZgrlz58LT0xMDBw4UlCxvrly5kuP5mzdv6inJv8Mte/KSkJCgVS3exMQEO3fuRLdu3eDm5oZNmzYJy8aZbqLPTO5Vd0+dOoXExES0bt06y/OJiYkICwtjL1A9S05ORt++fbF161ZIkgRDQ0OkpqbCy8sLAQEBH+1XTJSuePHiCAkJQfXq1ZGcnAxTU1OcPXtWc+f/4sWL6NChA+7evSs46efDmW4qKHK6xjh06BC8vLyQkJAg+5nVnLa6pR9XwlY3btmTl9q1a2Pq1Kn46quvtI6npKSgW7duCA8Px927d4W8HqxeTvSZBQcHy7qgSePGjbMdcAOAhYUFB9wCGBkZ4ZdffkFERAS2b9+OTZs24caNG9i4cSMH3JQn7969g5mZGYD3f1fm5uYoWbKk5nyJEiXw9OlTUfGI6F8ICAhA0aJFszzXunVrhIaGKqLjRYkSJbBmzRpER0dn+omKisLvv/8uOmKuWFlZ4ddff0VaWlqWP+Hh4aIjFiht2rTBf//730zHDQ0NsWPHDtStW1fYak5eyRF9ZnkdsLZr1w7+/v6KqQxJumVvbw97e3vN4127dsHX1/ejS/GI0pUvXx5RUVGoWLEiAGDr1q1any8PHjzQGoTnB2wxRgVFnz59cjxfpUoVreJjci0y6OTkhPv376NChQpZnn/+/Lkitrpxy568zJo1C0lJSVmeMzQ0xK5du4St8uJMN5FgJ0+exOvXr0XHIIHWrFmDbt26wcvLC6GhoQCAY8eOoV69evD29sYXX3whOCEpiaenJx4/fqx53K5dO83MN/B+D2L6UvP8ghe1RFmT63tj0KBBmhuDWbG1tUVAQID+An2icePGwcXFJdvzlStXRnBwsB4TFWyGhoYoUqRItufv37+PadOm6THR/+OebiLBuBexYPv5558xadIk1K5dG9evXwfwvhDWwoULMXz4cAwdOjTfzUqSWElJSTAwMICJiYnoKJ/N6dOn0aBBg3z1OxF9DrzGIPp/IqvJc3k5EZFAa9euxapVq9C/f38cP34czZs3x7Fjx3D79m0UK1ZMdDzKh54+fSr7vrHA+1ZIFy5cQPHixVGjRg2tc2/evMH27ds1lf0bNWokIiIR6YgS+luT/Mi5mjxnuokE413ogs3c3Bw3btyAra0tgPftLU6ePImGDRsKTkb5lRL6xkZERODLL79EbGwsVCoVGjdujC1btmj2pj969Chf9CIm0jWlXmMo4XOK5EfO1eQ5001EJNCbN29gamqqeWxsbIxSpUoJTERKJ+c7/bnl4+MDR0dHhIWF4fnz5xg9ejRcXV1x/PhxzQ0qIvo4uRYZzA+fUyQ/VlZW8PPzy7aw3aVLl+Dk5KTnVO9x0E1EJJi/vz8KFSoE4H0vyfXr12faxz1ixAgR0UiBOnfunKs7/XJ25swZ/PHHHyhZsiRKliyJffv2YejQoWjcuDGCg4NhYWEhOiKRIsh1QWt++Jwi+ZFzNXkOuokEmzRpkqz7epNu2draYs2aNZrHZcuWxcaNG7Weo1KpOOimXJPznf7cev36dab+9H5+flCr1WjatCk2b94sKBmRshw8eBA2NjaiY2SSHz6nSH7GjRuHxMTEbM+LrCbPlmFEOhIYGIj9+/drHo8fPx7FihWDi4sLYmJiNMcnTpzIglkF2J07dxAdHZ3jD5fZUV6k3+nPjhL6xlarVg1hYWGZji9btgydOnVCx44dBaQikodly5ahT58+2L59OwBg48aNqFGjBqpVq4ZJkyYhJSVF89xGjRrJsqp/fvicIvlp3LgxWrdune15CwsLNG3aVI+J/h8H3UQ6Mnv2bE1v3LNnz2L58uWYN28eSpYsie+//15wOlIqR0dHxMXFiY5BMpYf+sZ6eHhgy5YtWZ5bvnw5evTowQtyKpBmzJiByZMnIzExESNHjsTcuXPx/fffo2fPnujTpw/8/f0xY8YM0TE/Kj98ThHlBauXE+nIh1WpfXx88ODBA2zYsAF///03mjVrhn/++Ud0RFIgpVaiJSKif8/e3h7z589Hly5dcPnyZTg5OSEwMBA9e/YEAOzevRvjx4/HrVu3BCclog9xpptIRwoVKoSnT58CAA4fPoyWLVsCAExNTfH69WuR0YiIiEiBHjx4AGdnZwBAnTp1oFarUbduXc35+vXr4/79+6LiEVE2OOgm0pFWrVph4MCBGDhwICIiItCuXTsAwN9//42KFSuKDUdERESKU7ZsWVy7dg0AcOvWLaSmpmoeA++vMUqXLi0qHhFlg9XLiXTEz88PU6ZMQVxcHH799VeUKFECAHDhwgX06NFDcDoiIiJSGi8vL/Tu3RudOnXC0aNH4ePjg7Fjx+Lp06dQqVSYNWsWunbtKjomEWXAPd1ERArCPd1ERAVXamoq5syZg3PnzqFRo0bw8fHB1q1bMX78eCQlJaFDhw5Yvnw5e9kTyQwH3UQ69Pz5c5w/fx6PHz9GWlqa5rhKpUKvXr0EJiOl4qCbiIiISFk46CbSkd9++w09e/ZEYmIiChcuDJVKpTmnUqkQHx8vMB0p1ebNm9GpUyfOYhAREREpBAfdRDpStWpVtG3bFrNnz4a5ubnoOKQwlSpVQlBQEKpUqSI6ChERERH9CyykRqQj9+7dw4gRIzjgphwtXbo0y+OxsbEICAhA2bJlAQAjRozQZywiIiIi+kw4002kI126dIGnpye6d+8uOgrJmFqtho2NDQwNte+BxsTEwNraGkZGRlCpVIiKihKUkIiIiIj+Dc50E+lIu3btMG7cOFy7dg2Ojo4wMjLSOt+xY0dByUhOvvnmG5w/fx6bN29G9erVNceNjIxw+PBh1KhRQ2A6IiIiIvq3ONNNpCNqtTrbcyqVCqmpqXpMQ3K2Z88ejBgxAuPHj8ewYcMAvB90X758mYNuIiIiIoXLflRARP9KWlpatj8ccNOHOnfujLNnz2L37t1o06YNHj58KDoSEREREX0mHHQTEcmAjY0N/vjjDzRp0gT16tUDFyERERER5Q9cXk6kQ4mJiThx4gRiY2Px7t07rXOsRk3ZuXDhAk6fPo3evXvD0tJSdBwiIiIi+hc46CbSkYsXL6Jt27ZISkpCYmIiihcvjidPnsDc3BylS5dmNWrKlbi4OEydOhXr1q0THYWIiIiIPgGXlxPpyPfff48OHTogPj4eZmZmOHfuHGJiYuDk5ISff/5ZdDxSiPj4eAQGBoqOQURERESfiC3DiHTk0qVLWL16NQwMDGBgYIC3b9+iUqVKmDdvHvr06YMuXbqIjkgysG/fvhzPc0UEERERkbJx0E2kI0ZGRlCpVACAMmXKIDY2FtWrV0fRokURGxsrOB3JRefOnaFSqXIsnJb+d0REREREysPl5UQ6Uq9ePYSFhQEA3Nzc8OOPP+KXX37BqFGj4OjoKDgdyYWVlRV+/fXXbNvLhYeHi45IRERERP8CB91EOjJ79mxYWVkBAGbMmIESJUrgu+++w+PHj/Hf//5XcDqSCycnpxwH1h+bBSciIiIieWP1ciIigU6dOoXExES0bt06y/OJiYkICwtD06ZN9ZyMiIiIiD4HDrqJdCglJQXHjx9HZGQkvLy8ULhwYdy/fx9FihRBoUKFRMcjIiIiIiId46CbSEdiYmLQunVrxMbG4u3bt4iIiEClSpUwatQovHnzBqtWrRIdkYiIiIiIdIx7uol0ZOTIkXB2dsazZ89gZmamOe7h4YGjR48KTEZERERERPrClmFEOnL69GmEhITA2NhY63iFChVw7949QamIiIiIiEifONNNpCNpaWlITU3NdPzu3bsoXLiwgERERERERKRvHHQT6UirVq2wePFizWOVSoVXr15h6tSpaNu2rcBkRERERESkLyykRqQj9+/fh5ubGwwMDHDr1i04Ozvj1q1bKFmyJE6ePInSpUuLjkhERERERDrGQTeRDr1+/RpbtmxBeHg40tLSUL9+ffTs2VOrsBoREREREeVfHHQTERERERER6QirlxPp0L179xASEoLHjx8jLS1N69yIESMEpSIiIiIiIn3hTDeRjgQEBGDw4MEwNjZGiRIloFKpNOdUKhWioqIEpiMiIiIiIn3goJtIR8qXL4/Bgwdj4sSJUKvZKICIiIiIqCDiSIBIR5KSkuDp6ckBNxERERFRAcbRAJGODBgwADt27BAdg4iIiIiIBOLyciIdSU1NRfv27fH69Ws4OjrCyMhI6/zChQsFJSMiIiIiIn1h9XIiHZk9ezaCgoLg4OAAAJkKqRERERERUf7HmW4iHbG0tMSiRYvQt29f0VGIiIiIiEgQ7ukm0hETExO4urqKjkFERERERAJx0E2kIyNHjsSyZctExyAiIiIiIoG4vJxIRzw8PHDs2DGUKFECNWvWzFRIbdeuXYKSERERERGRvrCQGpGOFCtWDF26dMnyHAupEREREREVDBx0E+lIixYt4O3tneW5cePG6TkNERERERGJwD3dRDoybNgw/P7775mOjx49Gps2bRKQiIiIiIiI9I2DbiId2bp1K7y9vXHy5EnNseHDh2Pr1q0IDg4WmIyIiIiIiPSFhdSIdGjr1q0YMmQIDh8+jHXr1mHv3r0IDg5G1apVRUcjIiIiIiI94J5uIh3y9PTEs2fP0KhRI5QqVQonTpxA5cqVRcciIiIiIiI94Uw30Wc0evToLI/v3LkT9erVg729vebYwoUL9RWLiIiIiIgE4aCb6DNyc3PL1fNUKhWOHTum4zRERERERCQaB91EREREREREOsLq5URERERyRCYeAAAAS0lEQVREREQ6wkE3ERERERERkY5w0E1ERERERESkIxx0ExEREREREekIB91EREREREREOsJBNxEREREREZGOcNBNREREREREpCP/C3b39czi6Nq4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_8_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_9_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmeans_10_cluster\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/nfs/users/nfs_t/tv5/.conda/envs/tv5_base/lib/python3.7/site-packages/seaborn/matrix.py:560: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# k-means clustering of genes by overlapping chromatin states \n",
    "gene_overlap_kmeans_cluster_df = all_gene_id_state_overlap_df.copy()\n",
    "kmeans_input = all_gene_id_state_overlap_df[chromhmm_15states].to_numpy()\n",
    "# testing k = 2-10 clusters\n",
    "n_cluster_list = [2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
    "# cluster colors \n",
    "colors = [\"#3e204f\", \"#5a4565\", \"#cec9d6\", \"#e2dbe9\", \n",
    "          \"#bcaecc\", '#f2ca19', '#ff00bd', \"#8931ef\",\n",
    "          \"#0057e9\", \"#87e911\"\n",
    "         ]\n",
    "\n",
    "for n_cluster in n_cluster_list:\n",
    "    cluster_label = f\"kmeans_{n_cluster}_cluster\"\n",
    "    print(cluster_label)\n",
    "    kmeans_clusters = KMeans(n_clusters=n_cluster, random_state=0).fit(kmeans_input)\n",
    "    # save cluster annotations \n",
    "    gene_overlap_kmeans_cluster_df[cluster_label] = kmeans_clusters.labels_\n",
    "    # plot heatmap \n",
    "    sorted_df = gene_overlap_kmeans_cluster_df.sort_values(by=cluster_label, ascending=True)\n",
    "    clusters = sorted_df.pop(cluster_label)\n",
    "    lut = dict(zip(clusters.unique(), colors))\n",
    "    row_colors=clusters.map(lut)\n",
    "    heatmap_plot = sorted_df[chromhmm_15states]\n",
    "    g = sns.clustermap(data=heatmap_plot.astype(float), \n",
    "                       row_cluster=False, \n",
    "                       col_cluster=True,\n",
    "                       row_colors=row_colors, \n",
    "                       yticklabels=False\n",
    "                      )  \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "739146c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of inactive genes: 8779\n",
      "Genes annotated: 8779\n",
      "Active genes: 1229 , Inactive genes: 7550\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genes annotated: 8779\n",
      "Active genes: 1151 , Inactive genes: 7628\n"
     ]
    },
    {
     "data": {
      "image/png": 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4eCAzMxPHjh1DdnY2ioqK8MMPP8DGxkY5rvj4eLUxderUSacxKZ4Dq+641+Y8VXj0/JPJZACgcv5pc/ToUbz44osAgO+++w6HDx9GZmYmZs2apbKOgoICAA/+n4mHmZiYqG2/tsdJV7rs57hx47Bq1SpMnjwZe/fuxdGjR5GZmQlHR0eVfoY4/xW/H3788UcAwN69e3H9+nWEhYUp+9y4cQNCCDg7O6sdnyNHjuh1bIQQCA8Ph5+fH6KiojBo0CAMGDAA33zzDcaNG4e33noLpaWlGmvXrVsHR0dHDBs2TONyqVQKT09P5X8DU6ZMwauvvoo+ffogOjoa0dHR2L9/P06cOIFDhw5h0aJFtR7/04bTQlC9kJiYiJdffhl9+/bF/v370apVqzpbd9OmTWFsbIxXX30V06dP19jnmWeeAfAg+D3zzDPYtm2byoOxj/MgtoODA5YvX47ly5fj6tWr+O9//4uPPvoIeXl5Gh/u18TLy0v5y1wTTVcEtXF0dERubq7O/RXMzMw0HgdNfyiGDRuGYcOGoaysDEeOHMGiRYswbtw4uLu7w8fHR+s2HBwcAAAff/wxRowYobGPp6enys918SUCMzMzPPvss9WOy8vLC5999pnG5Q9fYdU0JsVX56s77rU5T+vCjz/+CKlUioSEBJWrbrt27VLppwg7N27cQPPmzZXtFRUVyjCmUNvjVFeKi4uRkJCAOXPm4KOPPlK2l5WV4datWyp99T3/q9OxY0d4e3sjOjoab7zxBqKjo+Hq6qoMtMCDYyORSHDo0CFlYHyYpraa3LhxA9evX8cbb7yhtuy5557Dxo0bcfnyZWXgVThx4gROnDiBmTNnqlyJ1Wb9+vU4deoUdu7cCeDBVcJRo0ahbdu2AIBJkyZh06ZNmDdvXq334WnCwEX1QqtWrXDo0CEMGDBAGboU/zE/LgsLC/Tr1w8nTpyAl5eX8gqYJhKJBKampip/MP/55x+N31LUR8uWLfHmm29i//79OHz4sM51w4cPx6xZs/Dzzz+rzJfz888/QwiB3r1767yuwYMHY9OmTTh79qxaeKmOu7s78vLycOPGDeXVjvv372Pv3r1aa2QyGfz9/WFra4u9e/fixIkT8PHx0XolxtPTE23btkVWVhY+//xzncdmaEOGDMGePXvg4eGBpk2b1rq+Xbt28PDwQFRUFCIiIjT+ca3NeVobj15xVZBIJDAxMVG5VXfv3j21CTP9/PwAPLhS+/A37mJiYtS+efi4x0lfEokEQgi14/r999+jsrJSpU2X8782VwoVwsLCMHXqVPzyyy+Ij49HRESEyrEdMmQIvvjiC/z9999qt2f11bRpU5iZmandagaAjIwMGBkZabwCvG7dOgAPglJNbt68iffeew+rV6+Gra0tgAdX1h6+cnbnzh21b7aSOgYuqjdcXFxw8OBBDBw4EH5+fkhKSkLnzp3rZN0rVqxAnz590LdvX0ydOhXu7u64ffs2zp8/j/j4eKSkpAB48EsxNjYW06ZNQ0hICHJycrBgwQK4uLjg3Llztd5ucXEx+vXrh3HjxqF9+/Zo0qQJMjMzkZiYqPUKjibt27fH9OnTsXr1ajRp0gSDBw/GX3/9hdmzZ6N79+61+gU+f/58/Pzzz/Dz88Mnn3yCLl26oKioCImJiYiIiED79u011r388suIjIzEmDFj8P7770Mul+Obb75R+4MWGRmJ3NxcBAYGws3NDUVFRVixYgWkUin8/f0BPLiFZ25ujs2bN6NDhw6wsrKCq6srXF1dsXbtWgwePBgDBw5EaGgomjdvjlu3buH06dM4fvw4duzYodN+SiQS+Pv7qzwbo6/58+cjKSkJzz//PGbMmAFPT0/I5XJcvnwZe/bswbffflvjbap///vfGDp0KHr37o13330XLVu2xNWrV7F3717lpKu6nqe10aVLF8TGxmLNmjXo2bMnjIyM8OyzzyI4OBhLly7FuHHj8Prrr6OgoABff/21Wmjp1KkTxo4diyVLlsDY2Bj9+/fHyZMnsWTJEtjY2KhcXa2L46QPa2tr+Pn5YfHixXBwcIC7uzsOHjyIdevWKUPCw2Os6fyv7vzUZuzYsYiIiMDYsWNRVlamNl2Gr68vXn/9dYSFheHYsWPw8/ODpaUlrl+/jl9++QVdunTB1KlTATx41i0wMBCRkZHVPsclk8kwbdo0LF26FBMmTMDLL78MY2Nj7Nq1C1u2bMGkSZPUHrmQy+XYsmULnn/+eZ2eY4uIiECvXr1UfscMHDgQM2fOhI+PD6ysrPDNN99ofBaMHvEkn9gn0jTxaVFRkfD19RV2dnYiMzNTCKH9q/utWrUSwcHBau0AxPTp01XaLl26JMLDw0Xz5s2FVCoVjo6O4vnnnxcLFy5U6ffFF18Id3d3IZPJRIcOHcR3332n9s0kbdtQjEnxzS25XC6mTJkivLy8hLW1tTA3Nxeenp5izpw5tfpmoRAPvnX1xRdfiDZt2gipVCpcXFzE1KlTRWFhYa3WI8SDb0aFh4eLZs2aCalUKlxdXcXo0aPFjRs3hBDaJz7ds2eP6NatmzA3NxetW7cWq1atUjs2CQkJYvDgwaJ58+bC1NRUODk5iaCgIHHo0CGVdW3dulW0b99eSKVSta/AZ2VlidGjRwsnJychlUpFs2bNRP/+/cW3336r7KP4lqLiHHnY7du3BQCVKRe00XZuPSo/P1/MmDFDPPPMM0IqlQo7OzvRs2dPMWvWLHHnzh2V47Z48WKN68jIyBCDBw8WNjY2QiaTCQ8PD/Huu++q9NHlPFV8S3HHjh1qtY/+u926dUuEhIQIW1tbIZFIVP6toqKihKenp5DJZKJ169Zi0aJFYt26dQKAuHTpkrKfXC4XERERwsnJSZiZmYnevXuLjIwMYWNjozZ+XY6TNtq+pajpeD56zuTm5oqRI0eKpk2biiZNmohBgwaJ7Oxslf8eFWo6/4XQfn5q+l2gMG7cOAFA+Pr6at3HqKgo0atXL2FpaSnMzc2Fh4eHmDBhgso3sGszLURlZaX47rvvxLPPPitsbW2FtbW16N69u1i1apXGSXs3b94sAIioqKga152cnCwsLS3F5cuXVdorKirEhx9+KJo1aybs7OzEa6+9Ju7evVvj+p52EiF4HZCIGpc9e/ZgyJAhyMrKQpcuXZ70cBql9PR0+Pr6YvPmzRg3btyTHg5RvcfARUSNzvvvv4+///67VtNlkHZJSUnIyMhAz549YW5ujqysLHzxxRewsbHBH3/8UeOM5kTEwEX0RAkh1J6BepSxsbFO38Sry3URPezXX3/FzJkzcerUKdy+fRsODg4YOHAgFi1aVCfTchA9DRi4iJ6g9evXq8zVo0lqaqrK++X+L9ZFRER1i4GL6AkqKCjApUuXqu3j6empMpv9/8W6iIiobjFwERERERkYX+1DREREZGCc+LQeqKqqwrVr19CkSRM+0ExERNRACCFw+/ZtuLq61viKNQaueuDatWto0aLFkx4GERER6SEnJ6fGtygwcNUDioeYc3JyYG1t/YRHQ0RERLooKSlBixYtdPoyEgNXPaC4jWhtbc3ARURE1MDo8jgQH5onIiIiMjAGLiIiIiIDY+AiIiIiMjAGLiIiIiIDY+AiIiIiMjAGLiIiIiIDY+AiIiIiMjAGLiIiIiIDY+AiIiIiMjAGLiIiIiIDY+AiIiIiMjAGLiIiIiIDY+AiIiIiMjAGLiIiIiIDY+AiIiIiMjCTJz0AIiIiqn8+Gx/ypIdQL8z6IaZO1sMrXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGAMXEREREQGxsBFREREZGD1NnAFBARAIpFo/SQmJmqs27hxI7y9vWFlZQU7OzsEBQUhPT292m2lp6cjKCgIdnZ2sLKygre3NzZs2FBtTW5uLsLDw+Hq6gozMzO0a9cOkZGRkMvleu8zERERNU4mT3oANRk5ciSsrKzU2ps3b67WFhERgWXLlsHc3Bwvvvgi5HI5kpKSsG/fPuzYsQPDhw9Xq4mLi8OoUaNQVVUFPz8/ODg4YP/+/QgNDUVWVhaWLl2qVnPhwgX4+PggPz8fnTt3Rt++fXHs2DEsWLAAycnJSE1NhUwmq5sDQERERA1evQ9cX3/9Ndzd3Wvsl5KSgmXLlsHe3h4ZGRlo27YtACAjIwMBAQEICwtDQEAAmjZtqqwpLCxEWFgYKisrsXPnTowYMQIAcOPGDfTp0wfLli3D0KFD0a9fP5VthYeHIz8/HzNmzMCKFSsAABUVFRg9ejTi4uLw+eefY968eXV0BIiIiKihq7e3FGtryZIlAIDZs2crwxYA+Pj4YMqUKSguLkZUVJRKzffff4/i4mIMGzZMGbYAwNnZGV999RUAqF3hyszMRFpaGpycnJR9AMDExARr1qyBVCrFypUrUV5eXuf7SERERA1Towhccrkc+/fvBwCEhISoLVe0xcfHq7QnJCRorQkODoaZmRmSk5NVnstS1AwdOlTttqGzszP69u2LwsJCHD58+DH2iIiIiBqTeh+41q1bh2nTpuHNN9/EN998g6tXr6r1OXPmDMrKyuDo6Ag3Nze15T169AAA/PHHHyrtip8Vyx9mamqKzp07Qy6X4+zZs8r2rKwsrTUPtyv6EREREdX7Z7gWLlyo8vN7772HTz/9FJ9++qmyTRHCNIUtALC0tIStrS0KCwtx+/ZtNGnSBCUlJSgqKqq2zs3NDceOHcPVq1fRtWtXnbalaNcUDImIiOjpVG+vcPn5+WHTpk24cOEC7t69i7Nnz+Kzzz6DiYkJIiMjlQ+rA8CdO3cAABYWFlrXZ2lpqdJX8X+rq3u0Rpdtaap5VFlZGUpKSlQ+RERE1HjV28A1f/58jB8/Hq1bt4a5uTnatWuHTz75BLt27QIAzJkzB/fu3QMACCEAABKJROv6FH20/axLjS7b0mW9ixYtgo2NjfLTokWLGmuIiIio4aq3gUubF198Ec8++yyKi4tx5MgRAECTJk0AAKWlpVrr7t69CwDKOb0UNQ8vq6lGl21pqnnUxx9/jOLiYuUnJydHa18iIiJq+Bpc4AKgnPbh+vXrAICWLVsCeDD7uyalpaUoKiqCra2tMjBZW1vDxsam2jpFu2L9umxLU82jZDIZrK2tVT5ERETUeDXIwFVYWAjgf1eRPD09IZPJkJ+frzEIHT9+HADg5eWl0q54EF6x/GHl5eXIzs6GTCaDp6enTjXVbYuIiIieXg0ucOXn5+PQoUMA/jcFg7m5Ofr37w8AiImJUatRtA0ZMkSlPTg4WGtNQkIC5HI5AgMDYWZmplYTHx+PsrIylZobN27g0KFDsLGxQZ8+ffTaPyIiImp86mXgOnLkCFJTU9UeQL98+TKGDx+O0tJSvPTSSypTM0RERAB4MI3EuXPnlO0ZGRlYu3YtrK2tMWnSJJX1TZ48GdbW1ti9ezdiY2OV7Xl5efjggw9U1qvg7e0NX19f5OXl4cMPP1S2V1RUYNq0aSgvL8dbb70FqVT6mEeBiIiIGot6OQ/XmTNnEBYWBhcXF7Rr1w7NmjVDbm4ufvvtN8jlcnTq1AnfffedSs2AAQPw9ttvY8WKFejWrRteeOEF3L9/H0lJSaiqqsLmzZthZ2enUmNnZ4eoqCiMHj0aISEh8Pf3h4ODA5KTk1FUVIQZM2YgMDBQbXzR0dHw8fHBihUrkJKSgo4dOyIzMxMXL15Er169MGvWLIMeHyIiImpY6uUVrl69emHq1KlwcXHBqVOnsHPnTmRnZ6Nbt25YsmQJMjMz4eTkpFa3fPlyREdHo0OHDkhKSkJ6ejoCAwNx8OBBjBw5UuO2Ro4cibS0NAwcOBC///479uzZAw8PD0RFRanM9fWwtm3b4sSJEwgNDUV+fj7i4uIgkUgwe/ZspKamqtyCJCIiIpIIXSaOIoMqKSmBjY0NiouL+Y1FIiKqFz4br/6e4afRrB/Un/NWqM3f73p5hYuIiIioMWHgIiIiIjIwBi4iIiIiAx9+SOwAACAASURBVGPgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjIwBi4iIiIiA2PgIiIiIjKwBhO4bt26BScnJ0gkErRv377avhs3boS3tzesrKxgZ2eHoKAgpKenV1uTnp6OoKAg2NnZwcrKCt7e3tiwYUO1Nbm5uQgPD4erqyvMzMzQrl07REZGQi6X13r/iIiIqPFqMIErIiICN2/e1KnfxIkTkZ2djQEDBsDb2xtJSUnw8/NDXFycxpq4uDj4+fkhMTERXl5eGDRoEM6dO4fQ0FBERERorLlw4QJ69OiB6Oho2NvbY9iwYaisrMSCBQvQv39/lJWVPdb+EhERUePRIALX/v37sWHDBrz22mvV9ktJScGyZctgb2+PrKws7Nq1C4mJiUhLS4OxsTHCwsJQWFioUlNYWIiwsDBUVlYiJiYGBw4cQExMDM6cOYM2bdpg2bJlSE1NVdtWeHg48vPzMWPGDPz555/Ytm0bzp49i+HDhyMjIwOff/55nR4DIiIiarjqfeC6d+8epkyZgo4dO+K9996rtu+SJUsAALNnz0bbtm2V7T4+PpgyZQqKi4sRFRWlUvP999+juLgYw4YNw4gRI5Ttzs7O+OqrrwAAS5cuVanJzMxEWloanJyclH0AwMTEBGvWrIFUKsXKlStRXl6u304TERFRo1LvA9e8efNw4cIFZZDRRi6XY//+/QCAkJAQteWKtvj4eJX2hIQErTXBwcEwMzNDcnKyynNZipqhQ4dCJpOp1Dg7O6Nv374oLCzE4cOHddlFIiIiauTqdeD6448/sGTJEoSFhcHPz6/avmfOnEFZWRkcHR3h5uamtrxHjx7KdT66jYeXP8zU1BSdO3eGXC7H2bNnle1ZWVlaax5uV/QjIiKip1u9DVxVVVV47bXXYGtrq3LbTpurV68CgMawBQCWlpawtbVFYWEhbt++DQAoKSlBUVFRtXWKdsX6ddmWphoiIiJ6epk86QFos3LlShw9elT5LcCa3LlzBwBgYWGhtY+lpSWKiopw584dNGnSRFlTXZ2lpaXK+nXZlqaah5WVlal8i7GkpETrmImIiKjhq5dXuHJycjB79mz4+/sjNDRUpxohBABAIpHU2Efbz7rU6LKtmta7aNEi2NjYKD8tWrSocRxERETUcNXLwDVt2jTcv38fa9as0bmmSZMmAIDS0lKtfe7evQsAsLKyUql5eFlNNbpsS1PNwz7++GMUFxcrPzk5OVrHTERERA1fvbylmJCQAFtbW0ydOlWlXfFNwatXryIgIEDZ18rKCi1btgTwYPZ3TUpLS1FUVARbW1tlYLK2toaNjQ2Ki4uRm5uLjh07qtUp1qdYv+J/nzhxQuu2NNU8TCaTqX27kYiIiBqvehm4AKCoqAgHDx7UuOzevXvKZRUVFQAAT09PyGQy5OfnIzc3V+2B9uPHjwMAvLy8VNq7du2KtLQ0HD9+XC1wlZeXIzs7GzKZDJ6enio1u3fvVq7zUdq2RURERE+nenlLUQih8XPp0iUAD8KVos3W1hYAYG5ujv79+wMAYmJi1NapaBsyZIhKe3BwsNaahIQEyOVyBAYGwszMTK0mPj5e7RU+N27cwKFDh2BjY4M+ffrotf9ERETUuNTLwKUvxXsPFy5ciHPnzinbMzIysHbtWlhbW2PSpEkqNZMnT4a1tTV2796N2NhYZXteXh4++OADlfUqeHt7w9fXF3l5efjwww+V7RUVFZg2bRrKy8vx1ltvVTtRKxERET09GlXgGjBgAN5++20UFBSgW7du+Ne//oWgoCD4+fmhvLwcUVFRsLOzU6mxs7NDVFQUjIyMEBISgn79+mHUqFHw9PTE+fPnMWPGDAQGBqptSzFdxYoVK+Dl5YUxY8bA09MTsbGx6NWrF2bNmvV/tdtERERUzzWqwAUAy5cvR3R0NDp06ICkpCSkp6cjMDAQBw8exMiRIzXWjBw5EmlpaRg4cCB+//137NmzBx4eHoiKisKKFSs01rRt2xYnTpxAaGgo8vPzERcXB4lEgtmzZyM1NVXlFiQRERE93SRCl8moyKBKSkqU35a0trZ+0sMhIiLCZ+PV3zH8NJr1g/oz3gq1+fvd6K5wEREREdU3DFxEREREBsbARURERGRgDFxEREREBsbARURERGRgDFxEREREBsbARURERGRgegWutLQ0/PXXXzX2O3fuHNLS0vTZBBEREVGjoVfgCggIwJdfflljv6+++gr9+vXTZxNEREREjYbetxR1maCek9gTERERGfgZrmvXrsHKysqQmyAiIiKq90x07bhx40aVn8+fP6/WplBRUYGzZ88iOTkZvXv3frwREhERETVwOgeu0NBQSCQSAIBEIsHhw4dx+PBhrf2FEDAzM0NkZOTjj5KIiIioAdM5cEVGRkIikUAIgfnz56Nbt24YNmyYxr6mpqZwdXXFiy++CBcXlzobLBEREVFDpHPgmjt3rvJ/r1+/HgMGDMCcOXMMMSYiIiKiRkXnwPWwy5cv1/EwiIiIiBovzjRPREREZGB6XeECgLy8PKxevRppaWm4fv06ysrKNPaTSCS4cOGC3gMkIiIiauj0ClynT5+Gv78/CgoKOLkpERERUQ30uqX4/vvv4+bNmxgxYgR+++033L59G1VVVVo/RERERE8zva5wHTp0CJ6enti+fbtybi4iIiIi0kyvK1xCCHTp0oVhi4iIiEgHegWuZ599FufPn6/rsRARERE1SnoFrrlz5+LPP//E9u3b63o8RERERI2O3tNCvP3223jllVewZ88evPDCC3Bzc9N6i9HPz0/vARIRERE1dHoFroCAAOV7FTdu3IhNmzZV27+yslKvwRERERE1BnoFrgkTJvCBeSIiIiId6RW41q9fX8fDICIiImq8+C5FIiIiIgNj4CIiIiIyML1uKYaHh+vcVyKRYN26dfpshoiIiKhRMNgzXIpvMTJwERER0dNOr8CVmpqqsb2qqgo5OTnYu3cvtm3bhnfffRdDhw59rAESERERNXR6BS5/f/9ql0+YMAGDBw9GeHg4XnrpJb0GRkRERNRYGOyh+fHjx6NTp06YO3euoTZBRERE1CAY9FuKbdu2xbFjxwy5CSIiIqJ6z2CBq6qqCn/88QeMjDjzBBERET3d6jwN3b17F7///jvGjh2Lc+fO1fi8FxEREVFjp9dD88bGxjX2EULA0dERixcv1mcTRERERI2GXoGrRYsWWl9ebWpqChcXF/j7+2P69OlwcnJ6rAESERERNXR6Ba7Lly/X8TCIiIiIGi8+0U5ERERkYHpd4XpUQUEBrl27BolEAhcXF9jb29fFaomIiIgahce6wvXtt9+iY8eOcHJyQrdu3dC1a1c4OTmhU6dO+Pbbb+tqjEREREQNml5XuKqqqjB69GjExcVBCAFbW1u0atUKAHD16lWcPn0a06dPR3JyMnbs2KH1AXsiIiKip4FeV7j+85//IDY2Fu3atcN///tf3Lp1CydOnMCJEydQUFCA+Ph4eHp6Ii4uDv/5z3/qesxEREREDYpegSs6OhrW1tY4cOAAhgwZorY8ODgYKSkpsLKyQlRU1GMPkoiIiKgh0ytwnTp1Cv3794ezs7PWPs2aNUNgYCBOnTql9+CIiIiIGgODTgvxOM9uLV26FCNGjEDbtm1hY2MDmUyGVq1aYeLEiTh58qTWuo0bN8Lb2xtWVlaws7NDUFAQ0tPTq91Weno6goKCYGdnBysrK3h7e2PDhg3V1uTm5iI8PByurq4wMzNDu3btEBkZCblcrtf+EhERUeMlEUKI2hY9++yzuHDhAs6fP691CoibN2+ibdu28PDwwLFjx2o9MAcHB5SWlsLLywvNmzcHAJw8eRJ//fUXTE1NsWvXLgwePFilJiIiAsuWLYO5uTlefPFFyOVy7N+/H0II7NixA8OHD1fbTlxcHEaNGoWqqir4+fnBwcEB+/fvR1FREd59910sXbpUrebChQvw8fFBfn4+OnfujI4dO+LYsWO4ePEifHx8kJqaCplMpvO+lpSUwMbGBsXFxbC2tq7lkSIiIqp7n40PedJDqBdm/RCjdVlt/n7rdYVr4sSJKC4uxoABA3Dw4EG15QcOHMALL7yAkpIShIaG6rMJ7N69G4WFhfj1118RGxuL2NhYnD17FqtXr8b9+/cxefJkVFZWKvunpKRg2bJlsLe3R1ZWFnbt2oXExESkpaXB2NgYYWFhKCwsVNlGYWEhwsLCUFlZiZiYGBw4cAAxMTE4c+YM2rRpg2XLliE1NVVtbOHh4cjPz8eMGTPw559/Ytu2bTh79iyGDx+OjIwMfP7553rtMxERETVOegWuadOmYfDgwcjKykL//v3RvHlz+Pr6ok+fPmjevDkCAwORlZWFwYMHY9q0aXoNzNfXF2ZmZmrtU6dORZs2bXDt2jWcPXtW2b5kyRIAwOzZs9G2bVtlu4+PD6ZMmYLi4mK1B/i///57FBcXY9iwYRgxYoSy3dnZGV999RUAqF3hyszMRFpaGpycnJR9AMDExARr1qyBVCrFypUrUV5ertd+ExERUeOjV+AyNjZGfHw8Fi9eDDc3N1y/fh0ZGRlIT0/H9evX0aJFCyxevBj//e9/YWRU94+JGRsbA3jwomwAyluHABASon4JVNEWHx+v0p6QkKC1Jjg4GGZmZkhOTlZ5LktRM3ToULXbhs7Ozujbty8KCwtx+PBhvfaNiIiIGh+905CRkRFmzpyJK1eu4MqVK8jIyEBGRgauXLmCy5cvY+bMmQYJWxs3bsTZs2fRrl07tG7dGgBw5swZlJWVwdHREW5ubmo1PXr0AAD88ccfKu2KnxXLH2ZqaorOnTtDLperXEnLysrSWvNwu6IfERERUZ28S7FFixZo0aJFXaxKzeLFi3Hy5EmUlpbi9OnTOHnyJFxdXbFlyxZloLt69SoAaAxbAGBpaQlbW1sUFhbi9u3baNKkCUpKSlBUVFRtnZubG44dO4arV6+ia9euOm1L0a7oR0RERKRX4MrJyUFqaip69+6Ndu3aaexz9uxZ/Prrr+jfv7/WcKKLvXv3Km8XAg/C3aZNm9CzZ09l2507dwAAFhYWWtdjaWmJoqIi3LlzB02aNFHWVFdnaWmpsn5dtqWp5lFlZWUoKytT/lxSUqK1LxERETV8et3zW7p0KcLDw5XPUmliYmKCsLAwrFixQu/BAUBycjKEECgsLERaWho8PT0REBCAzz77TNlHMbNFdfN+PTr7hS6zYWjqU9O2dFnvokWLYGNjo/wY6uogERER1Q96Ba59+/bBy8sLHh4eWvt4eHiga9euSExM1HtwD7O1tUXfvn2xZ88e9OzZE59++ikyMzMBAE2aNAEAlJaWaq2/e/cuAMDKykql5uFlNdXosi1NNY/6+OOPUVxcrPzk5ORo7UtEREQNn16B6+rVq2jTpk2N/dq0aVPnYUIqleLll1+GEEL5rcOWLVsCeDD7uyalpaUoKiqCra2tMjBZW1vDxsam2jpFu2L9umxLU82jZDIZrK2tVT5ERETUeOkVuCQSiU7zTJWXl6OiokKfTVTLwcEBAJCfnw8A8PT0hEwmQ35+vsYgdPz4cQCAl5eXSrviQXjF8oeVl5cjOzsbMpkMnp6eOtVUty0iIiJ6eukVuNq2bYtffvkF9+7d09rn3r17+OWXX6q97agvxez2inWbm5ujf//+AICYGPUp+BVtQ4YMUWkPDg7WWpOQkAC5XI7AwECVCVgVNfHx8SoPvgPAjRs3cOjQIdjY2KBPnz567RsRERE1PnoFrpCQEBQUFOD111/XGLrkcjneeOMN3Lp1S+OkojU5dOgQtm3bpnZ1rLy8HCtXrsSmTZtgbm6Ol19+WbksIiICALBw4UKcO3dO2Z6RkYG1a9fC2toakyZNUlnf5MmTYW1tjd27dyM2NlbZnpeXhw8++EBlvQre3t7w9fVFXl4ePvzwQ2V7RUUFpk2bhvLycrz11luQSqW13m8iIiJqnPR6efXdu3fx3HPP4cyZM2jWrBleeeUVeHh4QCKR4Pz589i8eTP++ecftGvXDpmZmdU+QK7J+vXrERYWBgcHB/Ts2RP29va4efMm/vzzT1y/fh1mZmbYsGEDRo8erVL3zjvvYMWKFbCwsMALL7yA+/fvIykpCVVVVdi+fTtGjhyptq2dO3di9OjREELA398fDg4OSE5ORlFREWbMmKHxW5bnzp2Dj48PCgoK0KVLF3Ts2BGZmZm4ePEievXqhQMHDmh8LZE2fHk1ERHVN3x59QN19fJqvQIXAPzzzz8YP348UlJSHqzo/0+ToFhdv379sGnTJri6utZ63ZcuXcL333+PgwcP4uLFi7h58yZMTU3h7u6O/v37Y8aMGVof2l+/fj1WrVqF06dPQyqVonfv3pg9e3a1t/gOHz6MhQsX4siRI7h//z46dOiA6dOnIywsTGtNTk4OIiMjkZiYiFu3bqFFixYYO3YsPvnkE5ibm9dqfxm4iIiovmHgeuCJBy6FzMxMJCcnK7+N2KJFCwwYMADPPffc46z2qcLARURE9Q0D1wN1Fbge+9U+zz33HMMVERERUTXq/u3SRERERKSCgYuIiIjIwBi4iIiIiAyMgYuIiIjIwBi4iIiIiAyMgYuIiIjIwBi4iIiIiAzssefh+v3335GZmYmbN2+iU6dOeOmllwAAZWVlKCsr40SeRERE9NTT+wrX6dOn0bt3b/Ts2RNTpkzB7NmzsWvXLuXyqKgoNG3aFImJiXUyUCIiIqKGSq/AdeXKFfj5+eHo0aMYNmwYvvrqKzz6hqAxY8ZAKpVi586ddTJQIiIiooZKr8A1b9483Lp1Cxs2bEBsbCxmzpyp1qdp06bo2LEjMjIyHnuQRERERA2ZXoFr79696N69O1599dVq+7Vq1QrXrl3Ta2BEREREjYVegaugoAAeHh419pNIJJDL5fpsgoiIiKjR0CtwOTg44NKlSzX2O336NJo3b67PJoiIiIgaDb0Cl7+/P3777TccPnxYa5+EhAScPXsWL7zwgt6DIyIiImoM9ApcH3/8MaRSKYYOHYp169YhPz9fuezOnTv44YcfEBYWBgsLC40P1BMRERE9TfQKXJ07d8bmzZtx//59vP7662jWrBkkEgk2btwIGxsbTJw4EXfv3sWmTZt0etaLiIiIqDHTe+LTkSNHIjs7G2+99RY6dOgAc3NzSKVStG7dGq+//jqysrIwfPjwuhwrERERUYP0WK/2cXd3x/Lly+tqLERERESNEl9eTURERGRgj/3y6oqKChQUFKCsrExrn5YtWz7uZoiIiIgaLL0DV3JyMhYuXIgjR46gvLxcaz+JRIKKigp9N0NERETU4OkVuBISEjB8+HBUVlaiadOmaN26NaysrOp6bERERESNgl6Ba968eaiqqsLy5csxffp0GBsb1/W4iIiIiBoNvQLXyZMn4ePjgxkzZtT1eIiIiIgaHb2+pWhlZQVnZ+e6HgsRERFRo6RX4BowYACOHz+Oqqqquh4PERERUaOjV+D68ssvce/ePcycOROVlZV1PSYiIiKiRkWvZ7iio6MxePBgfPPNN0hISEBAQADc3NwgkUjU+kokEnz66aePPVAiIiKihkoihBC1LTIyMoJEIoEupRKJhFfBalBSUgIbGxsUFxfD2tr6SQ+HiIgIn40PedJDqBdm/RCjdVlt/n7rfYWLiIiIiHSjV+CaOHFiXY+DiIiIqNHiy6uJiIiIDOyxXl5dUVGBhIQEZGZm4ubNm+jVqxfCw8MBANeuXcPNmzfRsWNHmJg89juyiYiIiBosvZPQwYMH8eqrr+Lvv/+GEAISiQTl5eXKwLV//36EhoZi+/btGDlyZJ0NmIiIiKih0euW4p9//omgoCDk5eXh7bffxo4dO9S+sThy5EhYWFhg586ddTJQIiIiooZKrytc8+fPR1lZGfbt24f+/ftr7GNhYYEOHTrgxIkTjzVAIiIiooZOrytcBw8eRO/evbWGLYWWLVvi2rVreg2MiIiIqLHQK3CVlJSgefPmNfYrKyvjpKdERET01NMrcLm4uOD06dM19svOzkarVq302QQRERFRo6FX4HrxxRdx8uRJxMXFae2zfv16XLlyBcHBwXoPjoiIiKgx0CtwffLJJ7CyssLYsWPx6aef4tixYwCAu3fvIjs7GwsXLsS0adNgb2+PiIiIOh0wERERUUOj18urAeCXX37BqFGjcOPGDUgkEpVlQgg4OjoiLi4Ozz//fJ0MtDHjy6uJiKi+4curH3iiL68GgD59+uCvv/7CunXrkJycjMuXL6OyshJubm4YMGAA3njjDdja2uq7eiIiIqJG47HeudOkSRO88847eOedd+pqPERERESNDl9eTURERGRgj/1W6czMTFy6dEnjsm7duqFdu3aPuwkiIiKiBk2nwCWEQPfu3XHp0iUcOHAA3bt3Vy5bvXo1Nm7cqLGuc+fO+P3339Ueqq/J3bt3sW/fPsTHxyMzM1P5fFibNm0wcuRIREREwMrKSmPtxo0bsWrVKpw6dQqmpqbo3bs3Zs+eXe3D++np6Vi4cCGOHDmC+/fvo2PHjpg+fTomTpyotSY3NxeRkZFITEzErVu30LJlS4wZMwaffPIJzMzMarW/RERUN1bNjH/SQ6gX3lwy9EkPgR6hU+D66aef8Mcff2DGjBkqYUtBCKEWTv766y8cOXIEP//8M4KCgmo1qC1btuC1114DAHTq1AmDBg1CSUkJ0tPTMWfOHGzduhUHDx6Ek5OTSl1ERASWLVsGc3NzvPjii5DL5UhKSsK+ffuwY8cODB8+XG1bcXFxGDVqFKqqquDn5wcHBwfs378foaGhyMrKwtKlS9VqLly4AB8fH+Tn56Nz587o27cvjh07hgULFiA5ORmpqamQyWS12mciIiJqvHQKXLGxsZBIJFrn1JJIJIiOjlZpu3LlCjw8PLBjx45aBy5TU1NMnToV7777Ltq2batsv379OoKDg3HixAm888472LJli3JZSkoKli1bBnt7e2RkZCjrMjIyEBAQgLCwMAQEBKBp06bKmsLCQoSFhaGyshI7d+7EiBEjAAA3btxAnz59sGzZMgwdOhT9+vVTGV94eDjy8/MxY8YMrFixAgBQUVGB0aNHIy4uDp9//jnmzZtXq30mIiKixkunh+Z//fVXdOrUCS1bttR5xa1atUL37t1x9OjRWg9qwoQJWL16tUrYAh68Uujf//43gAch8P79+8plS5YsAQDMnj1bpc7HxwdTpkxBcXExoqKiVNb3/fffo7i4GMOGDVOGLQBwdnbGV199BQBqV7gyMzORlpYGJycnZR8AMDExwZo1ayCVSrFy5UqUl5fXer+JiIiocdIpcOXk5KiFHwUhBLTNnerm5obc3Fz9R6dB165dATx4MXZBQQEAQC6XY//+/QCAkBD1idoUbfHxqvf2ExIStNYEBwfDzMwMycnJkMvlajVDhw5Vu23o7OyMvn37orCwEIcPH9Zr/4iIiKjx0SlwlZWVaX0QfP369aiqqtK4zNzcHGVlZfqPToOLFy8CAKRSKezs7AAAZ86cQVlZGRwdHeHm5qZW06NHDwDAH3/8odKu+Fmx/GGmpqbo3Lkz5HI5zp49q2zPysrSWvNwu6IfERERkU6By97eHteuXav1yq9du6byzFRdUDwzNWjQIOUVpqtXrwKAxrAFAJaWlrC1tUVhYSFu374N4MF0/EVFRdXWKdoV69dlW5pqiIiI6OmmU+Dq0qULjh49itLSUp1XfOfOHRw9ehSdO3fWe3CP2rNnD9atWwepVIoFCxaobAsALCwstNZaWlqq9FX83+rqHq3RZVuaah5VVlaGkpISlQ8RERE1XjoFriFDhuDevXtYtGiRziv+/PPPUVZWhqFD62YukNOnT2P8+PEQQmDx4sXKZ7kAKJ8hq26+r0efM9Plnd2a+tS0LV3Wu2jRItjY2Cg/LVq0qLGGiIiIGi6dAtfkyZPh4uKCL774AosXL66x/5dffokvv/wSzs7Oyvm0Hkdubi4GDRqEwsJCRERE4O2331ZZ3qRJEwCo9grc3bt3AUA5Yaqi5uFlNdXosi1NNY/6+OOPUVxcrPzk5ORo7UtEREQNn07zcJmbmyMmJgaBgYH46KOPsGbNGoSEhKB79+5wcHCARCLBzZs3cfz4ccTExODKlSswNTVFTEwMzM3NH2uAN2/exAsvvICrV68iLCwMX3/9tVofxXQV2r4RWVpaiqKiItja2ioDk7W1NWxsbFBcXIzc3Fx07NhRrU6xvoenw2jZsiVOnDihdVuaah4lk8k4MSoREdFTROd3Kfr4+CA9PR3jx4/HqVOnlPNePUoIgQ4dOmDTpk1av8mnq9u3b2Pw4ME4c+YMRowYge+++07jrTxPT0/IZDLk5+cjNzdX7YH248ePAwC8vLxU2rt27Yq0tDQcP35cLXCVl5cjOzsbMpkMnp6eKjW7d+9WrvNR2rZFRERETy+dbikqdOvWDdnZ2UhISMC0adPg6+sLT09PtGvXDs8//zymTp2K+Ph4ZGdnP3bYKisrw7Bhw3Ds2DEMHDgQW7duR/XipwAAIABJREFUhbGxsca+5ubm6N+/PwAgJiZGbbmibciQISrtwcHBWmsSEhIgl8sRGBioMiWGoiY+Pl5tyosbN27g0KFDsLGxQZ8+fXTdVSIiImrkahW4FIKCgrBy5UqkpaXh1KlTOH36NA4dOoRVq1YhODi41i+rflRlZSXGjh2L1NRU9O3bF7GxsTA1Na22RvHaoYULF+LcuXPK9oyMDKxduxbW1taYNGmSSs3kyZNhbW2N3bt3IzY2Vtmel5eHDz74QGW9Ct7e3vD19UVeXh4+/PBDZXtFRQWmTZuG8vJyvPXWW5BKpfrtPBERETU6Ot9S/L+0atUqxMXFAQAcHBwwbdo0jf2+/vprODg4AAAGDBiAt99+GytWrEC3bt3wwgsv4P79+0hKSkJVVRU2b96snChVwc7ODlFRURg9ejRCQkLg7+8PBwcHJCcno6ioCDNmzEBgYKDadqOjo+Hj44MVK1YgJSUFHTt2RGZmJi5evIhevXph1qxZdXxEiIiIqCGrl4GrsLBQ+b8VwUuTuXPnKgMXACxfvhzdunXDqlWrkJSUBKlUisDAQMyePVvrLb6RI0ciLS0NCxcuxJH/x959h9d4//8Df94nW2QaQYYQiVERxIqRSc1QhCqqqJZq1foQrUhVjKK2VqlGS1Vr1B4lIRKkmsRKrESMIEQQmRIZ9+8Pv5xvT08WyTn3OfF8XFeuy32f9508c65b8sr7fo+//8aLFy/QvHlzfPrppxgzZkyJ1zg6OuL8+fMIDAzEkSNHsHv3btja2iIgIABffvllqavyExER0ZtJECuycBSpVEZGhnzGpKmpqdRxiIi01trp+8tv9Ab4bFnl18BcMFJ5n+E30exflcd5F3uV39+vNYaLiIiIiCqOBRcRERGRirHgIiIiIlIxFlxEREREKsaCi4iIiEjFWHARERERqRgLLiIiIiIVY8FFREREpGIsuIiIiIhUjAUXERERkYqx4CIiIiJSMRZcRERERCrGgouIiIhIxVhwEREREakYCy4iIiIiFWPBRURERKRiLLiIiIiIVIwFFxEREZGKseAiIiIiUjEWXEREREQqxoKLiIiISMVYcBERERGpGAsuIiIiIhVjwUVERESkYiy4iIiIiFSMBRcRERGRirHgIiIiIlIxFlxEREREKsaCi4iIiEjFWHARERERqRgLLiIiIiIVY8FFREREpGIsuIiIiIhUjAUXERERkYqx4CIiIiJSMRZcRERERCrGgouIiIhIxVhwEREREakYCy4iIiIiFWPBRURERKRiLLiIiIiIVIwFFxEREZGKseAiIiIiUjEWXEREREQqxoKLiIiISMVYcBERERGpGAsuIiIiIhVjwUVERESkYhpbcMXExOCbb77BoEGDYG1tDUEQYGhoWO51mzdvRocOHVCzZk1YWlqiT58+OHPmTJnXnDlzBn369IGlpSVq1qyJDh064Jdffinzmnv37mHs2LFo0KABDA0N4eTkhMDAQOTm5r7S90lERETVn67UAUoTFBSEvXv3vtI106ZNw4oVK2BkZIS3334bubm5OHbsGI4ePYodO3Zg4MCBStfs3r0bQ4YMQVFREdzd3VG7dm2EhoZi9OjRuHjxIpYvX650TWJiItzc3JCamoqWLVuiW7duiI6ORlBQEEJCQnDixAkYGBi89vdORERE1YvG9nC5ubkhMDAQ+/fvx8OHD8ttf/z4caxYsQK1atXCxYsXsWfPHhw5cgTh4eHQ0dHBmDFjkJaWpnBNWloaxowZg8LCQuzcuRNhYWHYuXMnrl27hiZNmmDFihU4ceKE0tcaO3YsUlNT8fnnnyM2NhZ//PEHrl+/joEDByIyMhILFy6ssveBiIiItJ/GFlz+/v74+uuv0a9fP1hZWZXbftmyZQCAgIAAODo6ys+7ublhwoQJSE9PR3BwsMI1GzduRHp6OgYMGIBBgwbJz1tZWWHJkiUAoNTDFRUVhfDwcNStW1feBgB0dXWxbt066OnpYc2aNcjPz3/1b5qIiIiqJY0tuF5Fbm4uQkNDAQB+fn5Krxef279/v8L5AwcOlHpN3759YWhoiJCQEIVxWcXX+Pr6Kj02tLKyQrdu3ZCWlobTp09X4jsiIiKi6qRaFFzXrl1DXl4e6tSpAxsbG6XX27ZtCwC4dOmSwvni4+LX/01fXx8tW7ZEbm4url+/Lj9/8eLFUq/59/nidkRERETVouBKSkoCgBKLLQAwNjaGubk50tLSkJmZCQDIyMjAs2fPyryu+Hzx56/I1yrpGiIiInqzaewsxVeRlZUFAKhRo0apbYyNjfHs2TNkZWXBxMREfk1Z1xkbGyt8/op8rZKu+a+8vDzk5eXJjzMyMkptS0RERNqvWvRwiaIIABAEodw2pR1X5JqKfK2KfN5FixbBzMxM/mFra1vuNURERKS9qkXBZWJiAgDIzs4utU1OTg4AoGbNmgrX/Pu18q6pyNcq6Zr/+uKLL5Ceni7/uHv3bqltiYiISPtVi4LLzs4OwMvV30uSnZ2NZ8+ewdzcXF4wmZqawszMrMzris8Xf/6KfK2SrvkvAwMDmJqaKnwQERFR9VUtCq6mTZvCwMAAqampJRZC586dAwC0atVK4byLi4vC6/+Wn5+PuLg4GBgYoGnTphW6pqyvRURERG+ualFwGRkZwdvbGwCwc+dOpdeLz/Xr10/hfN++fUu95sCBA8jNzYWPj4/CHo7F1+zfv19h4DsApKSkICIiAmZmZujatWslviMiIiKqTqpFwQW83EcRAObPn4+EhAT5+cjISKxfvx6mpqb48MMPFa4ZN24cTE1NsXfvXvz555/y848ePcLMmTMVPm+xDh06oEuXLnj06BH8/f3l5wsKCjBx4kTk5+dj0qRJ0NPTq/LvkYiIiLSTxi4LcfDgQQQFBSmce/HiBTp16iQ/njNnjrzHqXv37pg8eTJWrVqF1q1bo0ePHnjx4gWOHTuGoqIibN26FZaWlgqfz9LSEsHBwRg6dCj8/Pzg4eGB2rVrIyQkBM+ePcPnn38OHx8fpWybNm2Cm5sbVq1ahePHj6NFixaIiorCzZs30bFjR8yePVsF7wgRERFpK40tuFJTU3H27FmFc6IoKpxLTU1VeH3lypVo3bo11q5di2PHjkFPTw8+Pj4ICAgo9RHf4MGDER4ejvnz5+Pvv//Gixcv0Lx5c3z66acYM2ZMidc4Ojri/PnzCAwMxJEjR7B7927Y2toiICAAX375pcIjSCIiIiJBrMjCUaRSGRkZMDMzQ3p6OmcsEhFVwtrp+8tv9Ab4bJlvpT/HgpHK+wy/iWb/qjzOu9ir/P6uNmO4iIiIiDQVCy4iIiIiFWPBRURERKRiLLiIiIiIVIwFFxEREZGKaeyyEEREb5KT7h5SR9AIHuEnpY5ApBLs4SIiIiJSMRZcRERERCrGgouIiIhIxVhwEREREakYCy4iIiIiFWPBRURERKRiLLiIiIiIVIwFFxEREZGKseAiIiIiUjEWXEREREQqxoKLiIiISMVYcBERERGpGAsuIiIiIhVjwUVERESkYiy4iIiIiFSMBRcRERGRirHgIiIiIlIxFlxEREREKsaCi4iIiEjFWHARERERqRgLLiIiIiIVY8FFREREpGIsuIiIiIhUjAUXERERkYqx4CIiIiJSMRZcRERERCrGgouIiIhIxVhwEREREakYCy4iIiIiFWPBRURERKRiLLiIiIiIVExX6gBEpL26rOkidQSNcHrSaakjEJGGYw8XERERkYqx4CIiIiJSMRZcRERERCrGgouIiIhIxVhwEREREakYCy4iIiIiFWPBRURERKRiLLiIiIiIVIwFFxEREZGKseAiIiIiUjEWXJWQm5uLr776Ck5OTjA0NESDBg0wduxY3Lt3T+poREREpEFYcL2m3Nxc+Pj4YN68ecjKysKAAQNga2uLTZs2oW3btkhMTJQ6IhEREWkIbl79mhYuXIgzZ87Azc0NR48eRc2aNQEAy5cvx/Tp0zF27FicPHmySr+m64zNVfr5tFXM0lGVuj5pnnMVJdFudoGxUkcgInpjsIfrNeTn52PNmjUAgO+++05ebAHAtGnT0KpVK4SHhyMmJkaqiERERKRBWHC9hlOnTuHZs2dwcHBAmzZtlF738/MDAOzfv1/d0YiIiEgDseB6DRcvXgQAtG3btsTXi88XtyMiIqI3Gwuu15CUlAQAsLGxKfH14vPF7YiIiOjNxkHzryErKwsAUKNGjRJfNzY2Vmj3X3l5ecjLy5Mfp6enAwAyMjLK/LqFec9fOWt1VN77VJ7M3MIqSqLdKvs+AkDB84IqSKL9quK9zC7gewlU/r18npdTRUm0W1Xck7n5+VWQRPuV9V4WvyaKYrmfhwXXayh+YwVBKPP10ixatAhff/210nlbW9vKh3sDmK2ZIHWE6mGRmdQJqg0zf76XVcaM72VVmPmd1Amqj/nby78nMzMzYVbOvcuC6zWYmJgAALKzs0t8PSfn5V9Y/569+G9ffPEFpk2bJj8uKirC06dPUatWrVKLOE2QkZEBW1tb3L17F6amplLH0Vp8H6sO38uqw/eyavB9rDra8F6KoojMzEw0aNCg3LYsuF6DnZ0dAJS6onzx+eJ2/2VgYAADAwOFc+bm5lWYULVMTU019ubXJnwfqw7fy6rD97Jq8H2sOpr+XpbXs1WMg+Zfg4uLCwDg3LlzJb5efL5Vq1Zqy0RERESaiwXXa+jSpQvMzMyQmJiI8+fPK72+c+dOAEC/fv3UHY2IiIg0kM7cuXPnSh1C2+jo6CArKwsRERGIjY3FsGHDoK+vD+Dl1j5btmxB165dERAQIHHSqqejowNPT0/o6vJpdGXwfaw6fC+rDt/LqsH3sepUp/dSECsyl5GU5ObmwtPTE2fPnkX9+vXRrVs33LlzB2fPnkWtWrXw999/o0mTJlLHJCIiIg3AgqsSnj9/jkWLFuG3337D3bt3YWFhgV69eiEoKIhLPBAREZEcCy4iIiIiFeOgeSIiIiIVY8FFRET0igpeYSum0tZspDcLCy4iIqJXNGLEiAq1S0pKgqenp2rDkFbQ/nmWpDK3bt1CREQEHjx4oLDZ9r8JgoA5c+aoORm9yZKSksq8JwHA3d1djYnoTbRjxw5YWFjghx9+KLXN7du34eXlhaSkJDUmI03FgouUvHjxAuPGjcPWrVsBlL0ZNwsuUpfg4GAEBQVV6JdXYWGhGhLRm2zQoEH48ccfYWlpiYULFyq9fvPmTXh7eyMpKQnLli2TIKH28fb2Rq9evTBz5swy23377bc4dOgQjh8/rqZkVYMFFykJDAzEr7/+CgsLC4wcORJOTk6lbsRNFZOXl4dt27YhPDy83B7D0NBQNafTfJs2bcK4ceMAAM7OzrwnSXLbtm1Dnz59sHjxYlhaWuJ///uf/LUbN27A29sb9+7dw8qVK/H5559LmFR7hIWFwd7evtx2169fx8mTJ1UfqIqx4CIlv/32G8zNzXHu3Dk0bNhQ6jha7/79+/Dx8UFCQkKZvYXAy4KLlC1fvhy6urrYtWsXfH19pY6jdXR0dF77WkEQXmmA+JtCT08Pe/bsgY+PD/z9/WFpaYmxY8ciPj4e3t7eSE5OxurVq/HZZ59JHbXayc3N1cqV57UvManco0eP0LNnTxZbVWTGjBmIj49H586dMX36dPbOvIaEhAS4u7uz2HpNtra2SsW8KIoKj2fNzc0BAM+ePZOfs7Oz4x8BZTA2Nsbhw4fRtWtXjB8/Hk+fPsWKFSvw4MEDrF27FhMnTpQ6YrWTkZGBM2fOoH79+lJHeWUsuEhJw4YNkZ2dLXWMauOvv/6CnZ0dQkJCYGhoKHUcrWRpackitRJu376tcJyfn49BgwahqKgIc+bMwXvvvSd/f7OysrBt2zbMnz8fzs7O+PPPPyVIrD0sLCxw7NgxdO7cGf7+/gCAdevWYfz48RIn0w6NGzdWON65cyfCwsJKbFtQUICUlBQUFBRoZc8hV5onJUuWLMH8+fNx+fJlblFUBWrWrInevXtjx44dUkfRWp988gn27t2LxMREGBkZSR1H6wUGBmLFihWIi4srtSf7zp07aNmyJSZPnoz58+erOaHmCQ8PL/P1+Ph4TJw4EcOGDZOPN/w3zpwtmUz2f6tTCYJQ5rALPT09NGjQAP3798eiRYtQo0YNdUSsMiy4SElRURFGjBiB2NhYrF27Fh4eHnysUAlubm4AgMjISImTaK+0tDS4ubnBxcUF69evlz/+otfj4OCAVq1aYffu3WW2GzhwIC5evIibN2+qKZnmkslk5f4cFEWx1DacOVs+mUyG0aNHIzg4WOooKsFHiqSkSZMmAF7+hevj4wM9PT3Ur1+/xB8kgiAgMTFR3RG1ir+/P/z8/HDy5El4eHhIHUcrTZ8+HS1atMDOnTtx9OhRtGvXDjY2NqXekz/99JMEKbVHcnIyXFxcym0nCAIePHighkSab9SoUfzDU8U2bdok//1THbGHi5T8u4u3IoqKilSUpHpISkrCd999h3Xr1mHatGno0aNHqcUC8HKgMil6lXtSEAT2JpTDyckJKSkpuH79OurVq1dim4cPH6Jp06aoW7cuEhIS1JyQqPphwUWkYsWPIsp63FCMU/BL9qpr7rAnsWyLFi3C7Nmz0aRJEwQFBWHw4MHyafYFBQXYtWsXAgMDcePGDSxYsACzZs2SODG9SXJychAdHV3ujhKjRo1SY6rKY8FFpGKenp6v9CjixIkTKkxD9HI80bBhw7Br1y4IggCZTAYrKysIgoCHDx+iqKgIoihi4MCB2L59e6XW8SJ6FcUTOnJyckptU/zHq7b1ZLPgIiJ6Q23btg3r1q3DP//8gxcvXgAA9PX10aFDB4wfP77CGzS/yZKSkrB//34kJCQgMzOzxFl2HFdYMUuWLMGsWbOgq6uL3r17l7tm4VdffaXGdJXHgotKFRcXh++//x4RERFITk6GIAioX78+3N3d8cknn6Bly5ZSR6Q3TH5+Pnbv3q10T3br1g0DBw6Enp6e1BG1UkFBAZ48eQJRFFG7dm2tXMVbCvPmzUNQUJDCONbiX6nFvdra2hsjBUdHRyQnJyMiIgJt27aVOk6VY8FFJVq1ahVmzJiBwsLCEv9i09XVxdKlSzF58mQJ0tGb6PTp0xg+fDju3bundE8KggBbW1v89ttv6Ny5s0QJ6U3yxx9/4L333oO9vT1mz56NHTt24NixYzhy5Ahu3ryJP/74A2FhYZg2bRp8fX05rrACDA0N4e3tjUOHDkkdRSVYcJGSY8eOoWfPnqhRowYmTJiA999/H/b29hAEAbdv38aWLVvwww8/ICcnB0ePHoWPj4/UkTXK5s2bAbxcw8jExER+XFHaNhBUHeLj49GuXTtkZWXB1dUVI0eOlG9ye+fOHfz666+Ijo6GiYkJoqOj4ejoKG1gLVFQUIADBw4gKioKjx8/RseOHTF27FgAL5eOePz4MVq0aMEerxJ4eHjg7NmzuH79Oho2bIgxY8Zg8+bNCj1ZK1aswMyZM3HixAl07dpVwrTawd7eHi1atKi2BRdEov/o1auXqKenJ54+fbrUNmfOnBF1dXXF3r17qzGZdhAEQZTJZOL169cVjsv7KG5HykaNGiUKgiCuXLmy1DarVq0SBUEQP/jgA/UF02JhYWGira2twr03ZswY+eubN28WZTKZuHPnTglTai5zc3PRy8tLfjxmzBhRJpOJRUVFCu3eeustsWfPnuqOp5X8/f3FWrVqiU+fPpU6ikrwzxZS8s8//8DDw6PMRzNubm7w9PTE2bNn1ZhMOwQGBkIQBNSuXVvhmF5faGgo2rRpU+Yj7M8//xy//PILQkJC1JhMO8XGxqJPnz4oLCzE5MmT0aVLFwwZMkShzeDBgzFx4kTs2rULgwcPliip5srLy1NYw6x4n9Rnz57BwsJCft7FxQVHjhxRez5tNHfuXJw5cwaDBg3Cxo0b4eDgIHWkKsWCi5Tk5OSgTp065barU6dOmVN331Rz584t85heXWpqaoXGwDRr1gyXL19WQyLtNm/ePOTl5eHo0aPw9vYusU2NGjXQvHlznD9/Xs3ptEP9+vXx8OFD+bG1tTUA4PLlywqPD+/du8cB8xXUp08fFBUV4fTp02jWrBns7e3L3FEiNDRUgpSvjwUXKbG1tUVkZCQKCwtLXX+noKAAkZGR3Nya1KJWrVqIj48vt118fDwsLS3VkEi7nTx5Ep06dSq12CpmZ2eHY8eOqSmVdnF2dsY///wjP/b09IQoiggMDMS+fftQs2ZNbN++HREREfL9VKlsYWFh8n8XFhYiMTGx1K3jtPGpwavt4UJvhAEDBuDOnTsYN24cMjIylF7PyMjARx99hKSkJLzzzjsSJNQuOjo6+PDDD8tt99FHH3Fwcim8vLxw7tw5/Pjjj6W2+fHHHxETE1NuEUEv/w8X98iUJS8vj70zpfD19cXDhw/lj7C7dOkCLy8vhIWFwdLSErVq1cJ7770HQRAwZ84cidNqh1u3blX4Qxs3VOcsRVLy9OlTtG/fHrdv34apqSn69Okjn6V469YtHDx4EBkZGWjcuDGioqIUxiuQMplMhtGjRyM4OLjMdh999BGCg4P5C64EV69eRbt27ZCbmwt3d3cMHz5c4Z7cunUrIiIiYGRkhKioKDRv3lzqyBqtUaNGMDExwaVLl+TnSrpPGzVqhBo1avAxbQny8vJw+/Zt1KlTR96rmpGRgZkzZ2LPnj1IS0uDk5MTvvjiCwwfPlzitKQRJB60Txrq/v37Yr9+/URBEEr86Nevn3j//n2pY2oFQRAUZn+VZsiQIaKRkZEaEmmnkJAQ0crKqsRZn4IgiPXq1RNDQ0OljqkVPv74Y1Emk4l//vmn/Nx/79NNmzaJgiCIM2bMkCIiUbXDHi4q061bt3Dq1CkkJycDABo0aICuXbuiUaNGEifTbElJSfJ/29vbw8/PD99++22JbQsKCnD9+nW89957sLW1RWxsrLpiap2cnBz5uJh/35PdunXD0KFDUaNGDYkTaoc7d+6gVatWyMvLw4wZMzBgwAB06NABQ4cORUBAAPbs2YOFCxfC2NgYsbGxCrPxiFQtLi4OGzdulK8PN2DAACxZsgTAywWQY2JiMHLkSK0br8mCi0gFZDKZ0tYe5RFFEStXrsTnn3+u6nhEOHXqFIYMGYKUlBSl+1MURdSpUwe7d+/myv3l4OKxVWvJkiUICAhAQUEBgJeD4z/44AP5o+5jx46hV69e+P777zF+/Hgpo74y3gFEKuDu7i7/JXby5EnUrVsXzZo1K7Gtvr4+GjRogP79+2PgwIHqjElvsK5duyI+Ph4//fQTQkJCcPv2bRQWFsLGxgbdu3fH+PHjYW5uLnVMjXby5Em8//77uH//vvwPq/z8fHnBFRoaitGjR2P79u1cy6wC9u7di1mzZsHBwQHLli1Dly5dlJYo6t69O2rXro09e/ZoXcHFHi7iVjQqVtFB8/R/ih/JWltbQ0dHR+ERbUXY2dmpIhaRXGxsLDp16oTCwkJMnDhRvnjsv/+v5+TkwMrKCr6+vvjtt98kTqz5PD09ce7cOVy6dEm+dVdJPz/d3d1x//79UpeM0FTs4SKMHj0agiCgU6dOMDExkR+Xp/gvOhZcZbt16xZq1qwpdQytYm9vD5lMhitXrsDJyUk+I7EiBEGQP44gUhUuHlv1zp8/Dzc3N3mxVRpra2tER0erJ1QVYsFF3IpGxRo2bCh1BK1T/Ei2eBD8vx/RUtVKSkrCgwcPkJeXV2obd3d3NSbSDlw8tuoVFBRUaOJLamoq9PX11ZCoarHgIm5FoyY5OTk4ceIEEhISkJmZiZKe5nORxJf+veJ0ScdUecHBwQgKCqrQ41quDaeMi8dWPQcHB8TExJS5y0l2djYuXLiAFi1aqDld5bHgIlKDn3/+GVOnTlVYuf+/sxeLj1lwkapt2rQJ48aNA/ByixonJyc+9n5F9evXx9WrV8ttFxcXx17uCvLz88PcuXMxZ84cLFy4sMQ2c+bMQVpaGt599101p6sCUiz+RZpNJpOJY8eOLbfduHHjRB0dHTUk0m7Hjh0TZTKZaGFhIQYEBIhdunQRZTKZuGHDBtHf3190cnISBUEQJ02aJP78889Sx9VIXl5e4uLFi8ttt3TpUtHLy0sNibRby5YtRT09PXHfvn1SR9FaXDy26mVlZYktWrQQZTKZ2K1bN3Hp0qWiIAiih4eHuGbNGtHHx0cUBEFs3bq1mJubK3XcV8aCi5RUdGX0cePGiTKZTA2JtFuvXr1EHR0d8cKFC6IoiuLo0aMV3reCggJx6tSporGxsRgbGytVTI3Ge7JqGRgYiD4+PlLH0Gq3b98WTU1NRQMDAzEgIECMiooSBUEQ3333XTE2NlYMCgoSjYyMxNq1a4sPHjyQOq7WSElJEXv37i3fUaJ4d5Pif3fv3l1MSUmROuZr4SNFem3p6ekwMDCQOobGi4qKQqdOneDi4lLi6zo6Ovj222+xZ88efPXVV9i1a5eaE1Yfubm5XGCyAiwtLfkIsZIaNmyIgwcPYsiQIViwYAEWLlwIQRCwY8cO7NixQ2HxWK7UX3F169bFoUOHcPHiRRw7dkxpfbiOHTtKHfG18ScTAYDSwNmsrKxSB9MWb0Vz9OhRODg4qCOeVsvKylJYF8rQ0BAAkJmZCRMTEwAv15rp2LEjQkNDJclYHWRkZODMmTOoX7++1FE03oABA7B37148f/4cRkZGUsfRWlw8VnVcXFxK/SNVW7HgIgBQWudo165d5fa0iKKIjz76SNXRtF69evXw+PFjhWMAiI+Ph6urq/z806dP8fz5c7Xn01SNGzdWON65c2epsxULCgqQkpKCgoICfPbZZ2pIp90WLlyIEydOYPTo0Vi/fj2LgkowMTHBlClTMGXKFKmjkIZjwUUAuBWNKjVr1gzXrl24LV22AAAgAElEQVSTH3fu3BmiKGLx4sX4448/IAgCzpw5g+PHj1e7v+gq4/bt2/J/C4KArKwsZGVlldhWT09Pfk8uWrRITQm11/Tp09GiRQvs3LkTR48eRbt27WBjY1PiWmeCIOCnn36SIKVmy8rK4mPZKrZ69WpMnToV+/fvR58+fUpsc/jwYfTr1w9r1qzBxIkT1Zywcri1DynhVjRVa82aNZg8eTLOnDmDTp06oaioCG3btkVsbCysrKxQv359xMXFoaCgAL/88gtGjhwpdWSNw3uyaslksgq3FQSB60iVQF9fH23atIGHhwc8PT3RtWtXmJqaSh1Lq3l4eODmzZu4e/duqW1EUYStrS2cnJxw/PhxNaarPPZwkRJuRVO1Ro0aBScnJ/nYIplMhoMHD+LDDz9ESEgIHj58CDMzM8ycOZPFVik2bdqEJk2aSB2j2jhx4oTUEbSek5MToqOjERUVhWXLlkEmk6F169bw9PSEh4cH3N3dWYC9ouvXr6NNmzZlthEEAc7Ozrh48aKaUlUd9nBRuZ48eYLk5GQALxf7K94CiCovJycH6enpqFu3bqkrKxORZnry5AnCwsJw8uRJhIWF4fLly/IFjGUyGVxcXOQ9YL6+vlLH1XiGhoYYPHgwtm7dWma74cOH488//0Rubq6aklUNFlxUIlEU8d133+G7775DfHy8wmtOTk6YOHEiPv3001d6NEFUWZcuXcK6detw6tQp+R8BDRo0QNeuXfHxxx+X+9cxkSo9efIE4eHhCAsLQ1hYGOLi4gBwQ/WKsre3h6mpKS5dulRmu1atWuHp06e4d++empJVDf62JCV5eXno2bMnJk+ejOvXr8Pc3BwuLi5o1aoVzM3Ncf36dUyZMgU9e/Ysc8NboqoUFBQEV1dXrF+/HpcvX0ZaWhrS0tJw+fJlrF+/Hh06dOA+oCQpExMT1KpVC7Vq1YKlpSX09PQgvlxgXOpoWsHLywuXL18uc4b8n3/+ibi4OHh5eakxWRWRYrVV0myBgYGiIAiis7OzeOTIEaXXjxw5IrZq1UqUyWRiYGCgBAm1z6NHj8S5c+eKXl5eYrNmzcRGjRqV+NG4cWOpo2qkzZs3i4IgiCYmJuKsWbPEixcviunp6WJ6erp46dIlcdasWaKpqakok8nEzZs3Sx1X48lksgp9GBgYiA0aNBD79Okjbt26VerYGicvL088efKk+PXXX4teXl6ikZGRfEV0W1tbceTIkeLGjRvFGzduSB1VK1y5ckU0NDQUDQwMxMmTJ4uXL18Wnz9/Lubm5oqXL18WJ0+eLBoYGIgGBgbipUuXpI77yvhIkZQ4ODggLS0NCQkJqFWrVoltHj9+DCcnJ5ibm+PmzZtqTqhdYmNj4e3tjadPn1boL92ioiI1pNIurq6uiIuLw5kzZxTWLvu3mJgYdO7cGS1btkRMTIyaE2qX4nX37ty5Iz9nYWEBURTx7Nkz+Tk7OzukpKQgLy8PgiCgb9++2L17N8cbAvDx8UFkZCTy8vIgiiJsbGzk47U8PT25KPRr2rFjBz744AOFpyeCIMh7Cg0NDREcHIxhw4ZJmPI1SVjskYYyNDQU/fz8ym03ePBg0dDQUA2JtJu3t7coCIL4wQcfiJcuXRKzs7OljqR1jIyMxJ49e5bbrlevXqKRkZEaEmm3/Px88Z133hHt7e3FTZs2iVlZWfLXsrKyxE2bNomNGzcWBwwYIObl5Yl///232KZNG1Emk4mrV6+WMLnmKN7fz9nZWdyxY4fUcaqVhIQE8ZNPPhGdnJxEIyMj0cjISHRychInTpwoxsfHSx3vtbGHi5Q0adIEb731Fvbu3VtmuwEDBiAuLg6JiYlqSqadjI2N4ejoiAsXLkgdRWvVq1cPXl5e2LZtW5nthg0bhrCwMDx8+FBNybTT119/jeXLl+PKlSuwtrYusc29e/fQokULTJs2DXPnzsXt27fRokULtGrVCn///beaE2uefv364fTp00hPT4cgCDA3N5f3cHl4eHARY1LCQfOkZMSIEQgNDVV43PBfd+7cQWhoKIYPH67GZNqpZs2acHR0lDqGVuvVqxdOnjxZ5tZHz58/R3h4OHr27KnGZNpp8+bN8Pb2LrXYAgAbGxv4+Phgy5YtAF4+hmzXrh2uXr2qrpga7cCBA3jy5AmioqKwZMkSdO7cGWFhYZgyZQratm2L2rVrY9CgQVi9enW5s+7ozcCCi5QEBATAx8cH7u7uCA4ORnZ2tvy17OxsBAcHw8PDAz4+PggMDJQwqXbw9vZm71YlffPNN9DX18egQYNw48YNpddv3LiBwYMHw8DAAIsXL5YgoXZJTk6u0JIuMplMvvwG8LIIe/HihSqjaRWZTAZXV1dMnz4d+/fvx5MnTxATE4Nvv/0WXbp0wZEjRzB16lS0bdtW6qhaISUlBeHh4UhJSVE4f+vWLbz33nto2bIl+vbti3/++UeihJXDR4qkpHHjxhBFEUlJSfJzFhYWAIC0tDT5OTs7O6W91wRB4CPG/0hMTISbmxtGjx6Nb775hmuXvYaxY8fi6dOn2LdvH2QyGdq0aYOGDRsCeNnbeuHCBRQVFaFfv35KEz24F6AyR0dHpKamIj4+HnXr1i2xTUpKCpo2bYo6deogISEBANC9e3dcvXoV9+/fV2dcrZGUlCRfgyssLEy+Hyi3R6qYqVOnYvXq1bhy5QqaNm0K4OWelU2bNsXDhw/lk46MjY1x8eJFpQ3uNR0LLlJS2YKAs+yU3bhxAwMGDEB+fj48PT1hbW1d6kbBc+bMkSChZqvMPclfdsoWLFiAOXPmwMnJCUFBQRg4cCB0dV/u9FZQUIDdu3cjMDAQ8fHxmDdvHmbPno2CggLUr18frq6uOHLkiMTfgWb4b4FVPAxDFEXo6+ujffv28lmLPj4+EqfVfG3atEF+fr58wVgAWLt2LT7//HMMHz4cX331FQ4dOoSpU6diwoQJ+P777yVM++pYcBGpWH5+Pj7++GNs3ry53GUhWByU7OTJk5W63sPDo4qSVA8FBQXw8/PDvn375NvQWFlZQRAEPHz4EEVFRRBFEb6+vti1axd0dXURFxeHGTNmYMyYMRg6dKjU34LkHBwc5D1YoijCwMAAHTp0kA+c79y5MwwNDaUNqWXq1q2LTp06Yd++ffJzvXr1wvHjx/HgwQN573Xbtm3x/PlzrRtPyM2riVQsICAAv/zyC6ysrDBixAg0btwYxsbGUsfSKiyYqpauri727NmDX3/9FT/88AOio6PlY7X09PTQsWNHjB8/Hu+//778mpYtW+Lw4cNSRdY49+/fR7du3eSzEjt37gwDAwOpY2m1zMxMmJiYyI9FUcTZs2fh6uqqMFSgadOmOHDggBQRK4UFF5GKbd26FXXq1MHFixdLHS9DJIWRI0di5MiRKCgowJMnTwAAtWrVkj9epNKlp6ezwKpi1tbWuHXrlvw4Ojoa6enp8PT0VGhXUFAAfX19NaerPP6vIvngeGtra+jo6CgMlq8IOzs7VcSqNtLS0tCrVy8WW6SxdHV1YWVlJXUMrcJiq+q5ublh27Zt2Lt3L7y8vDB//nwIggBfX1+FdlevXi1zSRNNxTFcBJlMBplMhitXrsDJyQkymazEAd0lEQQBBQUFKk6o3Tp06AB9fX2cOnVK6ihao3HjxhAEASEhIWjUqNErzUbiTFki7XTt2jW4uroiNzcXwMtHil5eXggNDZW3uX37Nho3bowPP/wQP/74o1RRXwt7uAju7u4QBAE1atRQOKaqMX36dLz//vs4c+YMOnfuLHUcrVA8GDk/P1/hmF6Pt7c3BEHAL7/8AhsbG3h7e1f4WkEQFH7hEalKs2bNcOrUKaxatQqpqalwdXXFjBkzFNr89ddfcHFxwTvvvCNRytfHHi4iFUtKSsLKlSsRHByMadOmoXv37qUuCwHwES1VveJe66tXr8p7sSuKM2eJqgYLLlJy6dIlyGQytGzZUuoo1ULxLztRFMvtOeQjWlKF4vWhrK2toaurW+a2XSUpXmSWiF4fCy5SIpPJ4OHhgRMnTkgdpVrw9PR8pUe0fN+VWVpawtnZudLrcRGR5ouLi8PGjRsRFRWFx48fY8CAAViyZAkA4PTp04iJicHIkSNhaWkpcdJXwzFcpMTS0hINGjSQOka1ERYWJnUErVdQUAAbGxupYxCRii1ZsgQBAQHynn5BEPD48WP56zk5OZg6dSoMDAwwfvx4qWK+Fm7qRko6deqE2NhYqWMQyb311lvcv68KVfdNgqXw5MkTxMbGIjY2VqFAoIrbu3cvZs2ahYYNG2LPnj1ITU1V2p2je/fuqF27Nvbs2SNRytfHgouUfPXVV7h+/TqWLVsmdZRqqfgHc1xcnHyxSSrbpEmTcOrUKS6tUUW++eYbeHl54dmzZ/JzWVlZ6Nq1K7Zv344rV67g8OHD8PHxwc2bNyVMqtlEUcTatWvRvHlz1K1bF61bt0br1q1hZWWF5s2bY82aNdxb9hWsWLECNWvWxLFjx9C/f3+ljeiBlz1eTZs2RXx8vAQJK4ePFEnJ1atXMXLkSMycORNbtmxBv379YGdnV+q+YKNGjVJzQu30ww8/YPXq1bh+/brC+WbNmmHSpEmYMGGCRMk0X9euXTFu3Dj07NkT48aNg6+vb5n3JGd6li0sLAzNmzdH06ZN5ed+/vlnPHjwQGmT4G+//VbrNglWh7y8PPj6+iI0NBSiKMLCwgINGzaEKIpISkrC9evXMWXKFOzbtw8HDhzgQqkVcP78ebi5ucHe3r7MdtbW1oiOjlZPqKokEv2HIAiiTCYTBUGQf8hkMqWP4vNUtsLCQnHw4MHy98zCwkJs3bq12Lp1a9HS0lL+Pg4ePFgsKiqSOq5G+vc9WdK9+O8PHR0dqeNqvDp16oi+vr4K53r27Cnq6emJjx8/lp9r06aN2KxZM3XH0wqBgYGiIAiis7OzeOTIEaXXjxw5IrZq1UqUyWRiYGCgBAm1T40aNcR33nlH4ZwgCOKYMWMUzvn4+IhmZmbqjFYl2MNFSgIDA7nwaRXasGED/vzzTzRt2hRLly5Fv379FF4/ePAgZsyYgd27d2PDhg1aNxBUHbgYb9Wq7psEq8Ovv/4Kc3NznDhxosRHXz179oSrqyucnJywZcsWfP311xKk1C4ODg6IiYlBYWEhdHR0SmyTnZ2NCxcuoEWLFmpOV3ksuEjJ3LlzpY5QrWzatAmmpqYICwsrcb+6vn37wtXVFU2bNkVwcDALrhJwpmfVqu6bBKtDcnIy+vXrV2KxVax27drw9vbGwYMH1ZhMe/n5+WHu3LmYM2cOFi5cWGKbOXPmIC0tDe+++66a01UeB80TqdiVK1fg7e1d5ubA9erVg4+PD65cuaLGZPSmcnNzwz///IO9e/ciIyOj2m0SrA7W1tZ48eJFue3y8/O5zE4FTZ8+Hc2bN8fixYvh7u6Ob7/9FgBw8+ZNrF27Ft27d8fKlSvRqlUrrRzzyoKLlNy9exebN28ucxbI9evXsXnzZty7d0+Nyao3PjIrXV5eHpKSkpCZmVlqm8zMTCQlJVXol+Cbbvbs2TAwMMCgQYNgYWGB/fv3w9PTU2Gvz9u3b+PKlSvo2LGjhEk114gRIxAaGlrmqv137txBaGgohg8frsZk2svY2BgnTpxAz549cerUKfj7+wMAwsPDMXnyZBw/fhw+Pj7466+/tHISAgsuUrJ8+XKMHTu21GfoAKCrq4sxY8Zg1apVakymnZo2bYoTJ06UuQTE48ePcfz4cYVZY/R/li9fjkaNGuHixYultrl48SIaNWrEe7ICijcJfv/999GrVy8EBAQorWukzZsEq0NAQAB8fHzg7u6O4OBgZGdny1/Lzs5GcHAwPDw84OPjg8DAQAmTape6devi0KFDOH/+PBYvXoyJEydi/PjxmDdvHiIjI3Hs2DHUrVtX6pivhVv7kJK33noLBgYGOHfuXJnt2rZti/z8fC6SWo41a9Zg8uTJcHFxwcqVK+Hh4aHwelhYGKZOnYpLly5h1apV+OyzzyRKqrk6duyIJ0+e4MaNG2W2c3BwgJWVFc6cOaOmZPSmaNy4sdI58f8vAVHMwsICAJCWliY/Z2dnB5lMhsTERNWHJI3GgouUmJiYoHfv3ti+fXuZ7YYOHYqjR48qLJ5IygoLC9G/f38cPnwYgiCgXr16sLe3hyAIuHXrFh4+fAhRFNGnTx/s27cPMhk7nv+rdu3a6Ny5M/bt21dmu/79++Ps2bNKK6gTVVZl/19yAVTiLEVSIggC8vPzy22Xn58v3++KSqejo4P9+/djxYoVWL16Ne7evYsHDx7IX7ezs8OkSZMwdepUFlulyM7OhrGxcbntatSogYyMDDUk0m4JCQmIjIxEt27d0KhRI/n5f/75B5MnT0ZsbCwaNmyIhQsXYsCAARIm1RwsmKpeeHg4AKBDhw4wNDSUH1eUu7u7KmKpDHu4SImrqyuSkpKQlJQEIyOjEts8f/4cdnZ2aNCgQZnjagjIyMiAIAjydY/u3r2L5ORkAECDBg1ga2srZTyt4OTkBFEUkZCQUGY7R0dHFBYWcjuackyYMAEbN27ErVu35PdfamoqHB0d5ferKIrQ1dVFVFQUXFxcJE5M1ZFMJoMgCLh69SqcnJzkxxVVWFiownRVjz1cpMTPzw+zZ8/Gxx9/jA0bNigVXbm5uRg/fjyePn2Kzz//XKKU2sPc3BwdO3ZEZGQkAMDW1pZF1it6++23sW7dOqxZswaTJk0qsc13332HxMRErmNWAadOnUKrVq0U7sPg4GBkZGRg+vTpWLBgAQ4fPoxBgwZh2bJl2Lx5s4RpqboaNWoUBEGAmZmZwnF1xR4uUpKTk4P27dvj2rVrqFevHkaMGAEHBwcIgoAbN25g69atePjwIZycnBAVFYWaNWtKHVmjWVhYoE+fPti6davUUbTW3bt34ezsjMzMTPj6+uLjjz9WuCc3bNiA/fv3w8TEBBcuXCh3L7Y3Xa1ateDu7o7du3fLz3l6euLs2bNITU2V/5/u0qULUlNTtXKjYHXJyclBdHQ0Hjx4gLy8vFLbcc9ZYsFFJXr48CFGjhyJ48ePA/i/NaKKbxcvLy9s2bKFC/pVgLe3N3JycvD3339LHUWrhYeHw8/PD48fP1b6K1gURdSuXRvbt29XWi2dlBkbG6N///7Ytm0bgJePZszMzNC+fXucOHFC3m7EiBHYs2ePwpIH9JIoiggMDMTKlSuRk5NTZjtBELTu8RdVPT5SpBLVq1cPISEhiIqKQkhICO7evQvg5eOw7t27o3379hIn1B7+/v7o06cPdu7cCT8/P6njaC13d3fEx8djw4YNCA0NVbonx40bJ5+WT2WztbXFtWvX5McRERHIycmBl5eXQrvnz59XaLLCmygoKAgLFiyAvr4+3nnnHTg4OPC9ojKxh4tIxcLDw7F161Zs3LgR/fr1g6+vL+zs7GBoaFhie22beUPa59NPP8UPP/yA5cuXw8vLCxMnTkRkZCTOnTunMEDe0dERpqamiImJkTCtZrKzs0NGRgYiIyPRvHlzqeNUC/PmzatwW0EQMGfOHBWmqXosuOiVZGRkID4+HjY2NqhXr57UcbRC8cyb4v9q5Q0K5aMHUrV79+6hTZs2ePr0KYCXj73effdd+SNGALh8+TKcnZ3x2WefYfXq1VJF1Vg1atRAjx49sHfvXqmjVBv//Vn5X/8e2qKNj2n5SJGUHD16FL///jsmTZqENm3ayM9///33mD59Ol68eAFBEDBlyhT55qJUuuo+80YduG5U1bKxscGFCxfw448/IjU1Fa6urhg9erRCm/Pnz2PAgAEYOnSoNCE1nKOjY5l7e9Kr27RpU4nni4qKcPfuXfz111+IjIzEp59+inbt2qk5XeWxh4uUDB06FAcPHsTDhw/la0dduXIFrVq1gkwmQ/v27XH16lWkp6djz5498PX1lTgxVXdcN4o0zQ8//IDp06cjJiYGzZo1kzrOG2PRokVYsGABIiMj4ezsLHWcV8JlrUnJuXPn0KZNG3mxBbz8y0MURfz88884ffo0zp8/DwMDA3z//fcSJqU3RXnrRj1//hy7d+9GYWEhli1bJmFSelNMmDAB48aNw9tvv43NmzfLFzMm1friiy9gY2ODL7/8Uuoor4w9XKTExMQEffv2xe+//y4/16ZNGyQlJSE1NVW+/UyvXr1w5coVhc1biVSB60apTmZmJhITE5GZmVnq2BlO5CjZlStXMHToUFy9erXMdoIgcBu0KjRkyBCEhIQobBKuDTiGi5To6urixYsX8uOsrCzExcWhb9++Cnv91alTB6mpqVJE1Dp5eXnYtm0bwsPDy1wgURAEhIaGqjmd5svNzVWY1VlYWIjo6Gh06tRJYeFde3t7XLhwQYqIWicuLg5TpkxBWFhYqYVWMW0bnKwOkZGRePvtt5GdnQ1BEFCrVi0uC6EmiYmJWlnAsuAiJfb29grTwA8ePIjCwkL06NFDod2TJ09Qq1YtdcfTOvfv34ePjw8SEhLK/cXGwfUl47pRVSshIQFdu3ZFRkYGunTpggcPHuDWrVsYNmwYbt68iXPnzqGgoAD9+/eHubm51HE10syZM5GdnY2vvvoK06ZNUxiCQarx7NkzBAUF4cKFC0r/97UBCy5SMmzYMHzxxRcYPHgwPDw8sGTJEvnifsVEUURMTAyaNm0qYVLtMGPGDMTHx6Nz586YPn06nJycuB3SK/Lx8cEPP/yAVatWwcvLCwEBARAEQWlGYmxsLPeprID58+cjMzMTmzZtwgcffIAxY8bg1q1b8u2nbty4gQ8//BBXrlzhDgmluHDhAjp16oSvvvpK6ijVRuPGjUt9LSsrC0+ePIEoijAyMsKiRYvUmKyKiET/kZ2dLXbu3FkUBEEUBEHU0dERV6xYodAmJCREFARBDAwMlCil9rC0tBQbNmwoPn/+XOooWuvu3bti7dq1RZlMJspkMlEQBHHYsGEKbeLi4kRBEMRJkyZJlFJ72NjYiG+99Zb8ePTo0aJMJlNok5aWJlpYWIiffvqpuuNphXr16omDBg2SOka1Uvw7p6QPfX19sWHDhuKoUaPEy5cvSx31tbCHi5TUqFEDERERiIiIwKNHj9C6dWs4OjoqtNHR0cGKFSu4JEQF5OXlwdvbu9SV5al8XDeqaj169Ahubm7yYz09PQCKY+XMzc3h6emJAwcOYO3atZLk1GR9+vTB0aNH8eLFC+jr60sdp1ooKiqSOoJKcZYikYoV/2KLjIyUOAnRS/Xr10f79u2xb98+AMCsWbOwdOlSXLlyRWGYwKBBg3DkyJEyN2d+U6WmpsLNzQ0dO3bEunXrYGpqKnWkaqOoqAhPnz5FYWEhLCwsqk1Byx4uIhXz9/eHn58fTp48CQ8PD6njEKFRo0a4deuW/Lh169YQRRG///67fEzS48ePERYWBjs7O6liajR/f384Ozvj999/x+HDh9GuXTtYW1uXOPFFEAT89NNPEqTUHvfu3cP333+PQ4cO4fLly/LeLplMBgcHB/Tt2xcTJ06Eg4ODxElfH3u4qFRhYWEVWsaAP0gUlbQu2XfffYd169Zh2rRp6NGjB2xsbEqdkchfcKXLyclBdHR0mfck8HI7JSrd3LlzERQUhBs3bqBRo0bIzs5Go0aN8OTJE/j5+cHGxgZ//vknkpKSMHv27FfaVPhN8e8lcsqjjfv+qdPatWvh7++P3NzcMmdyGxgYYOXKlRg/frz8XG5uLqKiotCtWzd1RK0UFlykJD09HQMGDEBERESFljHgDxJFxRuw/pf4/zdcLQsXSCxdYGAgVqxYUebjLVFLN7VVt8TERGzcuBEDBw5Ehw4dAADHjx/H0KFD5RtaA0CPHj2wb98+GBgYSBVVY508efKV2rN3u2SLFy+Wrxo/ZMgQDB8+HK6urqhTpw5EUURqaipiYmKwdetW7Nq1CwAQFBSEL7/8Ek+fPoWvry969uyJwMBAKb+NCmHBRUomTJiADRs2oEmTJvjkk0/KXcaAP0gUeXp6Vmo9rRMnTlRhmuphyZIlmDVrFnR1ddG7d+9y70lO1X892dnZiIiIQFpaGpycnODq6ip1JKrGLl++jNatW8PMzAy7d+8ut5cqPDwc77zzDnJycrBjxw74+/vj+vXr+OabbzBjxgw1pX59LLhISf369QG8/M9gaWkpcRoiwNHREcnJyYiIiEDbtm2ljkNEVWD8+PHYuHEjDh48iF69elXomsOHD6Nv377yDeuHDx+OX375BTo6OipOW3ksuEhJjRo10Lt3b3n3LZHUDA0N4e3tjUOHDkkdhUhBfn4+du/ejYiICCQnJ0MQBNSvXx/dunXDwIED5UtukDJHR0fo6+vj8uXLr3TdW2+9hWvXrmHatGlYunSpitJVPc5SJCWOjo7cI7EK5eXlISUlBRYWFqVu/5GZmYm0tDTUq1ev2kyBrkr16tWTOkK1xIkxlXP69GkMHz4c9+7dUxrv+v3338PW1ha//fYbOnfuLFFCzZacnPxaazk6Ozvj2rVrWlVsASy4qASTJk3CZ599htjYWDg7O0sdR+stX74cAQEBOHnyJLp27Vpim4sXL8LDw0NrxiKo27Bhw7Bx40akpaXBwsJC6jha71UnxrDgUhYfH4/evXsjKysLrq6uGDlyJOzt7QEAd+7cwa+//oro6Gj07t0b0dHRSotHE6Cvr1/mbOPS5OXlaeXelXykSCXy9/fH1q1bMX/+fPTo0QPW1tZSR9JaHTt2xJMnT3Djxo0y2zk4OMDKygpnzpxRUzLtkZubi7fffhs6OjrYuHGjVq/Fowk4MabyPvjgA2zZsgUrVqzA5MmTS2yzevVqTJkyBaNGjcLPP/+s3oBaoG3btkhOTkZycnKFl9koKipCgwYN0KBBA5w7d07FCasWCy5SUjz4kMsYVI3atWujc+fO8lW9S9O/f1GSD74AACAASURBVH+cPXsWKSkpakqmPby9vfHixQtERkZCJpPB3t6+1LXMBEFAaGioBCm1ByfGVJ6NjQ2srKwQExNTZjtXV1ekpKTg3r17akqmPebMmYOFCxe+Us/+kiVL8MUXX2jl+nB8pEhKbG1tK7WsASnKzs6GsbFxue1q1KiBjIwMNSTSPmFhYfJ/FxYWIjExEYmJiSW25b1bvvT0dPTu3ZvFViWkpqZWqOevWbNmrzwo/E0xZcoUrF27Fl988QUKCgowc+bMUmcbFhYWYvHixZgzZw7MzMxK7VXUZOzhIlIxJycniKKIhISEMts5OjqisLAQN2/eVFMy7XHnzp1Xat+wYUMVJakeXFxcYGZmhvDwcKmjaK0GDRrA2toaUVFRZbZr37497t+/j+TkZDUl0y4hISHo168f8vPzYW1tjSFDhsDV1RV169aFKIp49OgRYmJisHPnTty/fx+6urrYv38/3n77bamjvzqRiFTq008/FWUymbh69epS26xdu1YUBEGcMGGCGpPRm+rHH38UDQwMxEuXLkkdRWsNHz5clMlk4oYNG0pts2HDBlEQBHHEiBFqTKZ9/vnnH7F58+aiIAiiTCZT+hAEQRQEQWzWrJn4999/Sx33tbGHi0jF7t69C2dnZ2RmZsLX1xcff/wxHBwcIAgCbty4gQ0bNmD//v0wMTHBhQsX5DOdiFSJE2Mq5+rVq2jXrh1yc3Ph7u6O4cOHw97eHoIg4NatW9i6dSsiIiJgZGSEqKgoNG/eXOrIGu/w4cM4dOgQLly4gCdPnkAURdSuXRsuLi7o3bs3+vTpo9VDBlhwUZkuX76MhIQEZGZmljp9nBsFly88PBx+fn54/Pix0g+M4h8q27dvh6enpzQBtcyzZ8/KvCe5AXjZODGmaoSGhmLEiBF49OhRif+vrayssHXrVnh7e0uUkDQJCy4qUUhICCZOnFjqwGSAGwW/qmfPnmHDhg0IDQ3F3bt3AbycoNC9e3eMGzeO60uV4+HDhwgICMDevXsVNlj+LxYI5SvuiamoW7duqTCNdsvJycH27dvlK80DL8d3devWDUOHDkWNGjUkTkiaggUXKYmOjkaXLl0gCAKGDBmC2NhYxMbGYtasWUhMTERISAjS0tIwevRo2NnZcaNgUrkHDx6gffv2SE5OhrW1NfLz8/Ho0SO4ubnh5s2bSElJgSAIcHNzg56eHjcAJyKNU7GVxuiNsmjRIhQUFGD//v3YsmUL2rRpAwBYsGABfv/9d9y4cQN+fn44cOAAxo4dK3FaehPMnz8fycnJmDdvHu7evYvevXtDEAScPn0aDx48QFhYGJo1awZBEHD48GGp4xIRKWEPFympX78+rK2tER0dDQAYM2YMNm/erPDoMC8vD/b29nj77bfxyy+/SBVVq6SmpmLTpk1Km9y6u7vjgw8+QN26daWOqLGKV5YvfsRd0j15//59NG3aFJMnT8aCBQskyampNm/eXG4bQRBgbGwMGxsbtGnThpsul2Pr1q2YM2cO1q9fjx49epTY5ujRo5gwYQIWLVqEd999V80JSeOofV4kaTx9fX3x3XfflR9//PHHokwmE7OyshTaDRkyRKxfv76642mlnTt3imZmZgpTnIs/ZDKZaGZmJu7atUvqmBrLwMBAHDRokPz4ww8/FGUymZibm6vQrl+/fmKTJk3UHU/jlTbdvrQPU1NT0d/fX8zLy5M6usbq2bOnWLduXTE/P7/UNvn5+WKdOnXE3r17qzEZaSquNE9K6tSpo7DieZ06dQAAN2/eVNjM+vnz50hPT1d7Pm0THR2N9957D0VFRRg4cCDef/99hU1ut2zZgt27d+O9997D6dOn0a5dO2kDayBTU1OFGYnm5uYAXvZqNW7cWH7e0NAQ9+/fV3s+Tefu7l7uIHlRFJGTk4ObN2/i6dOnWLp0KaKionD06NFSV/9+k8XFxaFVq1bQ1S3916iuri5cXFwQFxenxmSkqVhwkZImTZoozE7s0KEDRFHE+vXrsXbtWgDAjRs3cPz4cYVfdlSyRYsWobCwEDt27MCgQYMUXnNxcUH//v2xZ88eDBo0CN988w127twpUVLNZWdnh9u3b8uPW7ZsCQA4dOgQPvvsMwAvZ4udPn1avk8g/Z9/b41UEadPn8bEiRMRFhaG4OBgfPTRR6oJpsUeP35coWEAdevWRUREhBoSkabjoHlS0qdPHyQkJMj/KuvVqxcaNmyIdevWoWPHjhg8eDDat2+P3NxcfPjhhxKn1XynTp1C586dlYqtf3vnnXfQpUsX/mAuhbe3N+Li4uQbe/fv3x/Gxsb43//+B39/f6xZswZeXl5ISUlB7969JU6r/bp06YIjR47A0NAQW7dulTqORqpVq1aZy+YUS0xMlPfI0puNPVykZNSoUTAzM5M/gtDX18e+ffswdOhQREVFISoqCjKZDOPGjdPKDUTVLT09vUILcdrZ2ZW7L9ubasSIEbh79y6uXr0KKysrWFpaYv369RgzZgyWLl0KQRAgiiLeeustDpivIvXr/7/27jwuqnL/A/jnzCADoqhAyKoo5JIiQaGibGo3lxAX1NxFU6E0K7Usb6XRzaVbXrPbQgaKZYmWSxpUpoJg5nJdErNcAkRJBEFlcWGG5/dHvzk5zrAzzKCf9+s1r5ee85yZzxznON855znP44ygoCD55hnS1bdvX3z99ddIS0tDUFCQwTbp6ek4ePAghg8f3sjpyBzxLkWqld9++w1FRUXw8vKS+3ZR1Tw8PGBjY4OTJ09W2a5bt24oLS3VuXRGVTt//jySkpJQVFSETp06ITw8nHfXNaBJkyZh48aNuHXrlqmjmJ39+/cjMDAQtra2WLRoEWbMmAEbGxsAQGlpKVavXo0333wTV69eRUpKSqVFGd0/WHCRnlWrVqF58+aYPn26qaPcE6KiovDpp59i4cKFiImJMTgFyGuvvYalS5dixowZ+Pjjj02U1Hz98ssvUCgUct8tahz9+/fHyZMn5Uu5pGvlypWYN2+e/HdHR0dIkqSzv/79739j7ty5pohHZoYFF+lp1qwZhgwZgm3btpk6yj3hwoUL8PX1RWFhITp27IgxY8boTHKbmJiIzMxM2Nvb48iRI3BzczN1ZLOjUCgQEhLCEeQb0e+//44ePXqgf//+HEy2Cnv37sWyZcuQmpqKGzduAACsra0RGhqKBQsWIDg42MQJyVywDxfpcXJygpWVlalj3DPc3Nywe/duTJgwARkZGVi6dKl8lkv7e8fb2xvr169nsVUJOzs7uLi4mDrGfaGkpAQ7duzAggULoFarMXXqVFNHMmvBwcEIDg5GRUUFCgoKAAAODg5QKHhPGuniGS7SM336dCQnJyMzMxOWlpamjnNPSUlJMTjJbWhoqGmDmbmwsDCcP38ev/zyi6mjNEk1Hb6ltLRULhqEEBg3bhzvUiRqICy4SE9eXh78/f3Rq1cvrFq1iuMa1dPIkSPh7OyMDz74wNRRmqxDhw4hMDAQS5Ys0ekzQzVT27MtXl5eeO655zBr1iwjJWr6OnfujBkzZmDKlCm8gYhqhAUX6Zk2bRry8/ORlJQElUoFPz8/tGvXzuBlRkmSEBcXZ4KUTYeVlRWGDx+ODRs2mDpKk7Vu3TqkpqZi7dq18Pb2RlhYWKWfSeCvoU3ob6mpqdW2kSQJ1tbWcHd3h5OTUyOkatoUCgUkSYKFhQWGDRuGGTNmVDqnIhHAgovw1+WG0aNHY/ny5QBq92tYkiSdCYRJX9euXeHl5YXt27ebOkqTpf1yu/O/K0NT1Qgh+JmkRpGdnY1PP/0Ua9euxcWLFyFJEtq1a4fp06dj6tSp7HNIelhwERQKBSIjIxEfHw+gZr+G7xQSEmKMWPeMmJgYvPPOOzh9+jTPHNTR4sWLq50L8E6LFi0yYhqiv1VUVCApKQmrV69GcnIy1Go1lEolhgwZghkzZmDIkCHsQE8AWHAR9Asualjl5eUYPnw4zp49i2XLliEsLIyDcxLdgy5duoT4+HjExcUhMzMTkiTB2dkZ06ZNw7Rp0+RJ6+n+xIKLWHAZWceOHVFRUYGcnBwAf10Kc3R0rLRPXE3mZ7vfnD9/Hi1atICdnV2V7YqKilBcXFyjqZSIjEWj0eDFF1/EypUr5WUKhQJPPPEEYmJi4OPjY8J0ZCosuIgFl5HV9nJCRUWFkZI0XUqlEpGRkdXeoDFjxgysWbMGarW6kZIR/S0nJwfx8fGIj4/HhQsXIIRAz549MWDAAHz11Vc4c+YMLCwssGnTJgwbNszUcamRceBTAgAcO3YMMTExddr29ddfb+A09xYWUPUnhEBNfxvyNyQ1Jo1Gg2+++QarV6/Gzp07odFo0LJlS8ycORPR0dHy2ay33noLmzZtwuTJk/Haa6+x4LoPseAiAMDx48dx/PjxWm2jvSOMBReZi4KCAlhbW5s6Bt0Hzp49i08//RQJCQm4fPkyhBDw9fVFVFQUJkyYIE9kfafRo0dj48aN+Oabb0yQmEyNBRcBADw9PdG3b19TxyCS7d27V+fvly5d0lumpVar8fvvv+O7777jBNfUKDp16iSPXRYZGYno6Gj4+/tXu12rVq1QXl7eCAnJ3LAPF7EPVyNJTk5GbGwsDh06hIKCAkycOFHuk5ScnIydO3di/vz5HL/n/2nH3gL+PptaFW2b9evXY+zYsY0Rke5j3bt3R3R0NCZPngxbW1tTx6EmgGe4iBrBM888g9jYWAgh0LJlS5SXl+v0NWrdujVWrlwJNzc3zJ0714RJzcfkyZPlIishIaHKs7CWlpZwcXHB0KFD4efn15gx6T6VkZFh6gjUxLDgIjKy+Ph4fPzxx+jVqxdiY2PRo0cPvTsXAwIC4Orqiu3bt7Pg+n9r166V/5yQkIDAwECehSWiJosFF5GRxcbGws7ODjt27IC9vX2l7by8vPDHH380YrKmg3d6kqmtW7euXttzfk9iwUVkZCdPnkS/fv2qLLYAwMnJCT///HMjpSKi2oiMjKzV9FJa2r6FLLiIBRfx7IGRKRSKGu3j3Nxcg7eSE5Hpvf7663UquIi0WHARGVmXLl1w+PBhlJWVoXnz5gbbXLlyBceOHcMjjzzSyOmIqCYWL15s6gjUxHEKcyIjmzBhAvLz8zFr1iyDU84IITBnzhyUlJRg0qRJJkhIRETGxnG4iIysvLwcAwYMQHp6Ojw9PTFw4EB8+OGH8PPzQ2hoKHbs2IHTp0+jf//++OGHH2o99yIRmZZarcbx48eRm5sLSZLg7OwMHx8fWFjwIhL9jQUXUSMoKyvD/PnzERcXpzfKtHZi5lWrVnFaGqIm5NatW1i0aBE+/vhjFBcX66xr2bIloqOjsXjxYlhZWZkoIZkTFlxEjSg/Px+pqanIysqCRqOBm5sb+vXrx9Hlq3Hq1Cl07dq1Rm0/++wzXpolo7t16xYGDBiA/fv3AwB69OgBDw8PAEB2drY8N21AQAB27doFlUplqqhkJlhwEZHZc3d3x759+9CuXbsq261ZswYzZ87kXHVkdMuWLcPChQsRGBiIDz/8UG8Oz4yMDMyePRtpaWlYsmQJFixYYKKkZC5YcBEZWceOHTF69GgsX768ynavvPIKNm7ciHPnzjVSsqbD0tISHTp0QFpaGhwdHQ22iYuLw8yZM+Ho6Ig///yzkRPS/cbHxweXLl3CuXPn0KJFC4NtSkpK4OnpibZt2+KXX35p5IRkbtg7l8jIsrKykJ+fX227goICZGVlGT9QE7Ru3TqcO3cOgwYNwvXr1/XWx8bGysVWSkpK4wek+87Zs2cRGhpaabEFAC1atEBoaCh/RBEAFlxEZqO0tBTNmjUzdQyzNHbsWLz//vs4duwYwsLCcPPmTXndBx98gKeffhpOTk5ISUlB586dTZiU7hcWFhYoKyurtl1ZWRnvViQALLiITK6iogKnTp3Cnj17qu2jdD97+umnERMTg/T0dIwaNQoajQbvvfcenn32Wbi4uCA1NZXFFjUab29v7N69G5mZmZW2yczMxO7du9GjR49GTEbmigUXkREolUr5AQAJCQk6y+58NGvWDN27d0deXh7GjRtn4uTm7dVXX8Vzzz2HpKQk+Pv7Y+7cuXB1dUVKSgq8vLxMHY/uI1FRUbhx4wZCQ0ORkJCA27dvy+tu3bqFtWvXIjQ0FDdv3kR0dLQJk5K5YKd5IiPw8PCQ5107f/48mjdvDgcHB4NtLS0t4eLigvDwcMyZM0cu0qhykZGRWLduHdzd3ZGSkoIOHTqYOhLdh6KiorB69WpIkgRJktC2bVtIkoRLly5BCAEhBKKiovDRRx+ZOiqZARZcREamUCgQGRmJ+Ph4U0dpMqZNm1blerVajcTERAQGBqJ9+/Y66yRJQlxcnDHjEcm+/vprrFq1CgcOHJDPcllaWqJ379549tlnERERYeKEZC5YcBEZWWpqKpycnNi/qBbqM72RJEnQaDQNmIaoemq1GleuXAEA2Nvbs6M86WHBRdTIbt26hcLCQqhUKtjZ2Zk6jllKTU2t1/YhISENlIRIV1JSErZu3YqcnByoVCr4+Phg6tSp8ijzRJVhwUXUSD766CPExsYiIyMDQghMmTJFvsy4ceNGbNiwAcuXL8eDDz5o4qREZMiECROwYcMGAID2q1OSJKhUKmzYsAHh4eGmjEdmjuc8iYxMrVZjxIgRSEpKgqWlJR566CFkZGTotOnatSu2bt0KPz8/vPrqqyZKSkSViYuLw5dffgkLCwtMmjQJvr6+KC4uxo4dO7B//35MnjwZ2dnZaNWqlamjkpnisBBERvbee+/h22+/RVhYGLKzsw1O8eHt7Y0OHTogOTnZBAmJqDoJCQlQKBRITk5GXFwcZs+ejVdeeQX79u3DlClTUFxcjM2bN5s6JpkxFlxERrZu3To4Oztjw4YNlc4DCPw152J2dnYjJmtaysrK8K9//Qv+/v5o3bp1peOasbMyGcOJEyfQu3dvDBgwQG/dwoULIYTAiRMnTJCMmgr+z0RkZGfOnMGgQYNgbW1dZTsHBwcUFBQ0Uqqm5dq1awgKCsLJkyehVCphaWkJIQScnZ3lMY8A6A0RQdRQrl+/Dk9PT4PrtMsNzfNJpMUzXERGplKpUFJSUm278+fPs/9HJZYtW4aMjAzMnDkT169fx6hRoyBJEi5evIjS0lKsXbsWTk5O6NWrF/744w9Tx6V7kBCi0kGJtcOYVFRUNGYkamJYcBEZmbe3Nw4dOiSP0WPI+fPnceTIETz66KONmKzp2Lp1K1xcXLBq1SpYWVnJo/gDgJWVFSZPnowff/wRW7ZswTvvvGPCpEREhrHgIjKyp556CteuXcPEiRNRVFSkt76kpATTp0/H7du3MX36dBMkNH/Z2dnw8/NDs2bNAPx9RqG8vFxu89BDDyEkJAQJCQkmyUj3vqrmRJUkqdL17FdIAAsuIqObMmUKRo0ahe+//x4dOnRAWFgYAOCnn37CqFGj0L59e/z4448YN24cRowYYeK05snKygoqlUr+u62tLQDg0qVLOu3s7OyQmZnZqNno/qGdH7G2D15qJIAFF1GjSExMxLJly2BpaYmkpCQAwOnTp7F582ZUVFTgzTffxGeffWbilObL3d1d5w7OLl26ANAdkV6tVuPQoUOwt7dv9Hx076uoqKjXg4gjzRM1Io1Gg6NHjyIrKwsajQZubm7w9/eHpaWlqaOZtdmzZyM+Ph5//vknWrVqhdzcXHTs2BHNmzfHW2+9BTc3N8TFxWH79u0YP348i1ciMjssuIjI7KWnp+PFF1/EokWLMGjQIADAihUrMH/+fLkDvRACTk5OOHz4MFxcXEwZl4hIDwsuImqyDhw4gC1btqCoqAidOnXC1KlTOSE4EZklFlxEDSwmJqbO20qShNdee60B0xARkTlgwUXUwBQKBSRJgqFD687LX3cvF0JAkiRoNJpGyUlERI2Hg4MQNbBFixYZXC6EQExMDB5++GEMGzaskVPdG5KTkxEbG4tDhw6hoKAAEydORFxcnLxu586dmD9/PvtwEZHZYcFF1MAqK7gAyAVXVW3IsGeeeQaxsbEQQqBly5YoLy/XOVPYunVrrFy5Em5ubpg7d64JkxIR6eM4XERk9uLj4/Hxxx+jZ8+eOHbsGK5du6bXJiAgAK6urti+fbsJEhIRVY1nuIjI7MXGxsLOzg47duyocmBTLy8vTl5NRGaJZ7iIyOydPHkSAQEB1Y4i7+TkhMuXLzdSKiKimmPBRURmT6FQ1Gh6lNzcXNjY2DRCIiKi2mHBRURmr0uXLjh8+DDKysoqbXPlyhUcO3YMPXr0aMRkREQ1w4KLiMzehAkTkJ+fj1mzZkGtVuutF0Jgzpw5KCkpwaRJk0yQkIioahz4lKiBKZXKOm8rSZLBguJ+V15ejgEDBiA9PR2enp4YOHAgPvzwQ/j5+SE0NBQ7duzA6dOn0b9/f/zwww9QKPhbkojMCwsuogZW3y/7mvRVuh+VlZVh/vz5iIuLQ3l5uc46pVKJyMhIrFq1CtbW1iZKSERUORZcRNSk5OfnIzU1FVlZWdBoNHBzc0O/fv04ujwRmTUWXERkdnr27Ing4GAEBgYiMDAQDg4Opo5ERFQvLLiIyOxoJwDX6ty5M4KCguRH+/btTZiOiKj2WHARkdlJSkpCeno60tPTcfjwYdy8eRMA5CLM1dVVpwDr1q2bKeMSEVWLBRcRmbXy8nIcOnRILsB++uknFBYWAvi7AGvdujUCAwMRFBSEwMBA9O7d25SRiYj0sOAioibn119/RXp6OtLS0rBv3z5kZWXJxReH1iAic8SCi4iatJMnTyIxMRH//e9/cfXqVUiSBI1GY+pYREQ6LEwdgIioptRqNQ4fPqxzdquoqAhCCEiShIceegh9+/Y1dUwiIj0suIjIbJWUlGD//v1IS0tDWloaDh48iJs3b0IIAWtra/j7+6Nv377o27cv+vTpg9atW5s6MhGRQbykSERm54UXXkBaWhqOHz8uXx50cnJCnz595ALLz88PFhb8zUhETQMLLiIyO9pxuHx8fDB79myEhoaiY8eOpo5FRFRnLLiIyOzY2Njgxo0bAIDmzZujZ8+eCAwMRN++fREQEABbW1sTJyQiqh0WXERkdjQaDf73v//pjL11+fJlSJIESZLQvXt39O3bVy7C2rVrZ+rIRERVYsFFRE3C6dOnde5OPHv2LIC/xt1ydXWVi6/AwED4+PiYOC0RkS4WXETUJOXn5yMtLU0+C3b8+HGo1WoOfEpEZklh6gBERHVha2sLBwcHODg4wM7ODiqVCkII8DckEZkj3lNNRE3C1atXsW/fPvms1uHDh1FeXg4AcpHl6emJoKAgU8YkIjKIBRcRmaULFy7IxVVaWhp+/fVXnTNYCoUCPXr0QFBQkPxwcnIycWoiIsNYcBGR2enQoQPOnz8P4O+zVyqVCo8++qhcXPXt25fDQxBRk8FO80RkdhQKBWxtbREQECAXWD179oRKpTJ1NCKiOmHBRURm5+jRo/Dx8YFCwft6iOjewIKLiIiIyMj485GIiIjIyFhwERERERkZCy4iIiIiI2PBRdQADhw4IE+svHTpUpNkkCQJHh4eJnltYwgNDYUkScjKymrw587KyoIkSQgNDW3w574XeXh4QJIkU8fQYY6ZiKrCgouoAXz22WcG/0xk7lh81hz3FdUHBz4lqqfy8nIkJiZCkiS0bdsWp06dwpEjR+Dn59eoOU6dOoVmzZo16mvS/WHXrl3yNEpEVDc8w0VUT8nJySgoKEBwcDBmzpwJwDRnubp06QJPT89Gf12693l6eqJLly6mjkHUpLHgIqonbXE1ceJETJw4EQDw5ZdfQqPRGGx/5coVLFy4EN26dUOLFi3QqlUrdOrUCZMnT8bBgwd12ubk5GDWrFno3LkzmjdvDjs7O3Tr1g1RUVH4/fffddpW1odLCIGPPvoI3bt3h5WVFdzc3PD888+juLjYYD+pOy+b3LhxAy+//DLat28PlUoFLy8vLF++HJUN35efn4/58+ejc+fOsLKyQps2bTB48GDs3bu30v33ySefwNvbG1ZWVnB1dcWzzz6La9euVdq+OsnJyQgLC4OjoyNUKhXatWuH4cOH49tvvzXYvjbvUbuPb9++jZiYGHTp0gUqlQrDhw+X2+Tk5CAqKkp+PkdHR4wcORKHDh3Se74793VpaSnmzp0Ld3d3WFtbw8/PD9u3b5fbbtq0CT179oSNjQ3atm2LOXPm4MaNG3rPeezYMbz00kt45JFH8MADD0ClUqFjx4545plnkJubq9N28eLF6NChAwAgNTVV7ocoSRIiIyPldob6S9Xnc1KV/fv3Y8yYMXBxcYFKpYKrqysGDhyIzz//vNptU1JS9LLfKTIyEpIkISUlRWd5TY6zmu4roHbHwZ2ZL126hOnTp8PNzQ0WFhZYuXJl9TuMmg5BRHV29epVYWVlJVQqlSgqKhJCCNGzZ08BQCQnJ+u1Ly4uFl5eXgKAePDBB8XIkSPFyJEjxaOPPiosLCzEokWL5LY5OTnCwcFBABA9evQQY8aMEeHh4cLHx0dIkiTWrFmj89wARPv27fVec86cOQKAUKlUYsiQISIiIkLY2dkJf39/ERAQIACIzMxMuX1mZqYAIAICAkRgYKBo06aNGDhwoBg4cKCwsrISAMQ///lPvdc5deqUcHV1FQCEp6enGDFihAgODhaWlpZCoVCI9evX620zb948OdvgwYNFRESEaNOmjfD19RW9e/fWy1aduXPnCgBCqVSKwMBAMXbsWBEcHCxsbW1FSEhIvd8jAOHu7i4GDx4sbGxsxJAhQ8To0aNFdHS0EEKIX375Rf4369Klixg7dqzo06ePACAsLCzExo0bdZ7vzhy9evUSDg4OIiwsTISGhgqFQiGUSqXYuXOnWLFihbCwsBABAQFi+PDhwt7eXgAQ48eP18v45JNPmXiQawAADPZJREFUCqVSKXx8fMSwYcPE8OHDhYeHhwAgnJ2dxcWLF+W2W7ZsEREREQKAaNu2rZgyZYr8WL16tdyuffv24u6vi7ruw6r85z//EZIkCQDC399fjB07VvTv3184ODjofbYNZdqzZ48AIKZMmWLw+adMmSIAiD179sjLanqc1XRf1fY40GYeMmSIcHNzE05OTmLUqFEiLCxMxMbG1mr/kXljwUVUD5988okAICIiIuRlq1atEgDEhAkT9NqvWbNGABDPPvus3rq8vDxx4sQJ+e+LFi0SAMS7776r1zYrK0ucPXtWZ5mhgistLU0AEA4ODuLXX3+VlxcWFopHHnlEAKi04AIggoKCRH5+vrzu0KFDwsLCQjRv3lwUFxfLy9VqtejevbsAIN577z1RUVEhrzty5Iiwt7cXNjY2Ii8vT16+b98+AUDY2dmJjIwMeXlBQYHo0aOHwWxV+eyzzwQA4ebmJo4fP66zrqSkROzatate71EIIW/j5eUlLly4oLOuoqJCeHt7CwDilVde0dkHmzZtEgqFQrRs2VJcunTJYI7Q0FBRWFgor9N+Vry8vISdnZ3Yu3evvO7ixYvC0dFRABDnzp3TybFr1y6Rm5urs0yj0Yg33nhDABBTp07VWafNcGdBereqCq7a7sPKpKamCkmShK2trU5BJIQQt27dEt999121mepScNXmOKtuX9XlONBmBiBGjBghbty4YfC5qeljwUVUD0FBQQKA2LJli7zs8uXLlX7ZLF++XK99ZZ5++mkBQBw9erRGWQwVXBMmTBAAxNKlS/Xa7969u8qCS6FQiN9//11vu6FDh+p9aW3ZskUAEOPGjTOYbeXKlXpfapMmTRIAxFtvvaXX/vvvv691wdW1a1cBQHz11VfVtq3LexTi74Jr06ZNetto92eHDh2EWq3WWz9y5Ei9fwttDqVSKc6cOaPTXqPRiAceeEAAEK+//rre873wwgsCgN6Zzqq4uroKOzs7nWX1Lbhquw8rM3jwYAFAvPPOOzVq31AFV22Os+r2VV2OA21mlUqlV8TTvYV9uIjqKCsrC+np6bCzs8OQIUPk5Q888AAGDhyIsrIybNmyRWebRx55BACwcOFC7NixAzdv3qz0+bVtZ82ahT179kCtVtc6408//QQAGD16tN66fv36wd7evtJtPTw80KlTJ73l2mV//vmnvGznzp0AoNOX6U6BgYEAoNOPKT09HQAwZswYvfaPP/447OzsKs12t9zcXJw6dQr29vaIiIio8Xa1eY9akiRh6NChesvT0tIAAE8++SSUSqXe+kmTJum0uzuHl5eXzjKFQoH27dsDAP7xj3/obaO9QcJQxitXrmDNmjWYN28ennrqKURGRiIyMhLl5eUoLCxEYWGh3jZ1VZd9eDeNRiP3q9LeeNJYGuI406rLcaDl5+cHV1fXOr82mT8WXER19Pnnn0MIgTFjxsDS0lJnnbbz/N13Kw4YMAAvvPACfvvtNwwdOhStWrVCr1698Nprr+kN8BkZGYkxY8bgp59+Qv/+/dGqVSuEhIRg2bJluHz5co0y5ubmQpIkuLm5GVzfrl27SretbJsWLVoAAG7duiUv02Z/8skndToTax+PPvooAKCgoEAvm7u7e62z3S0nJwcAan2XZm3eo5a2M/7dtB3SKxt8Vrv87o7rACr9orWxsal0vXbd3Rm//PJLeHh4YNq0aVixYgXi4+ORkJCAhIQE+XNTXFxs8PXqoi778G4FBQW4ceMGHB0d0bJlywbLVhMNcZxp1eU40KrN552aJo7DRVRH2rumdu3aJf9y1dJ+yezatQt//vknnJ2d5XUrVqxAVFQUtm3bhl27dmHfvn04ePAg3n77bSQmJsq/jpVKJRITE/Hyyy9j27Zt2LNnD37++Wfs3bsXS5cuxffff4/evXvX6z2IKu4iq80o3to7MgcPHgxHR8dK2xl7aIHajjxel5HKrays6vWchtbXZRtDsrOzERkZCSEEVq5ciSeeeAKurq6wtrYGAPTp0wf79++v092D9c3W2M9lSEVFhd6yhjzO6nMcVPe5oqaPBRdRHRw8eFC+XfzMmTM4c+aMwXYVFRX44osvMG/ePJ3lnTt3xksvvYSXXnoJN2/exAcffID58+cjKipK73KEr68vfH19sXjxYly/fh1vvPEGVqxYgeeeew4HDhyoMqezszOysrJw4cIFg2d/Lly4UJu3XSntWY7o6GiEh4fXaBtttpycHL3LaQBw/vz5Gr++9izZ2bNna7xNQ3NxcQEAZGZmGlyfnZ0NADrFd0NLSkrC7du3MW/ePDz33HN66//44w+jvXZ9ODg4wNraGnl5eSguLq7zWS7tmeaSkhKD67VnQg2pz3GmVZfjgO4fvKRIVAfaS4UvvvgixF83n+g9fvjhBwCodvwgKysrzJs3D87Ozrh8+XKVlzFsbW2xZMkSSJKEEydOVJuzT58+AICvvvpKb11KSorBSxt18dhjjwEAtm7dWuNttGcFN23apLdu586dtepn5OLigq5du+LKlSvYvHlzjbdrSEFBQQCAxMREg2OwaT8H2nbGUFRUBAAGL9Pu3bsXeXl5esu1RUp9+i7Vl1KplKfLWb16dZ2fR1vMnj59Wm/dlStXcOTIkRo9T2XHWXX7qi7HAd0/WHAR1ZJarUZiYiIAYNy4cZW269+/PxwdHXHs2DFkZGQA+Os/4p9//lmv7dGjR5GXl4eWLVuiTZs2AP4q6rTb3em7776DEKJGfT60HZDfffddnYFSr169ipdeeqna7Wtq1KhR6NKlC9auXYvly5frTQNz+/ZtbN68WefLKyoqCsBfl1hPnTolLy8sLKxTtpdffhkA8Pzzz+PkyZM660pLS7F79+5aP2dthIaGwtvbG5mZmXj99dd1Lttt3boVmzdvRosWLSodlLMhaDuqf/755ygtLZWXX7x4EdHR0Qa3cXBwQLNmzXDu3LlKB+ttDAsWLIAkSXjzzTf1biwoLy/H999/X+1zdOjQAe3atcOJEyewbds2eXlpaSlmzJiB69ev621Tm+Osun1Vl+OA7h8suIhqKTk5Gfn5+ejcuTN8fX0rbadUKjFq1CgAf5/dSElJQUBAANzc3DB06FBMmDAB/fr1Q8+ePVFRUYE333xTng/x66+/hre3N7y8vDBixAiMHz8effr0wYgRI6BUKrFkyZJqs4aEhGDWrFnIz8/Hww8/jLCwMIwePRpeXl6oqKiQ+6bc3em/tiwsLLBlyxa4u7vLI44PGjQIY8aMQUBAANq2bYuIiAicO3dO3iYwMBDPP/88CgoK4OvrK2d78MEHAaDW/dMmT56M2bNnIycnBz4+PggODsb48eMRGhoKFxcXxMTE1Os9VkeSJKxfvx729vZYsmQJunXrhvHjxyMwMBAjRoyAQqFAfHw8nJycjJYhPDwc3bp1w+HDh+Hl5YVRo0YhLCwMnTp1Qps2beQznneytLTEoEGDcOnSJfj4+GDy5MmYPn061qxZY7SchoSEhODtt9/G1atXERwcjF69emH8+PF47LHH4OLiIhfo1Vm8eDEAICIiAv3790d4eDg8PT2RkZFh8DJfbY6z6vZVXY4Duo+YZDAKoiZs9OjRAoDOqPCV0Q486ubmJjQajTh69KiYN2+e8Pf3F46OjkKlUon27duL8PBwvfGKUlNTxaxZs8TDDz8s7O3thZWVlfD09BTjx48XR44c0XstVDLSfEVFhXj//fdF165dhaWlpXBxcRGzZs0S165dE15eXkKSJFFWVia3r26sIe1AkYbGfyosLBSLFy8WPj4+wsbGRjRv3lx4enqK8PBwsWbNGr1xySoqKsRHH30kunXrJiwtLYWzs7OIjo4WRUVFIiQkpNYjzQvx11hIjz/+uGjTpo2wtLQU7dq1EyNGjBBJSUn1fo+V7eM7ZWdnixkzZgh3d3fRrFkz4eDgIIYPHy4OHDig17a6HFXtA+3AqHd/DgsLC8XTTz8tPDw8hEqlEh07dhQLFiwQpaWllT5fXl6emDRpknBychJKpVJvLKuqxuGqy+ekKikpKWLYsGHigQceEM2aNROurq5i4MCBeiO0G8qktWbNGtG9e3dhaWkp2rZtK6ZPny4KCgoMjsNV2+Osun0lRO2Og+rGDqN7hyREA96uQkRNxsWLF+Xxn+68pEdERA2PlxSJ7nG//fab3iTH+fn5mDp1KtRqNcaPH2+iZERE9w+e4SK6x0VHR+OLL76Ar68vnJ2dkZeXhyNHjuD69evw8/NDenq6PE4TEREZB8fhIrrHjRw5Erm5uThy5AgOHDgApVIJT09PREREYN68eSy2iIgaAc9wERERERkZ+3ARERERGRkLLiIiIiIjY8FFREREZGQsuIiIiIiMjAUXERERkZGx4CIiIiIyMhZcREREREbGgouIiIjIyFhwERERERnZ/wG28pe6GK0ZZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genes annotated: 8779\n",
      "Active genes: 1060 , Inactive genes: 7719\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genes annotated: 8779\n",
      "Active genes: 502 , Inactive genes: 8277\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# inactive gene list \n",
    "inactive_genes_list = pd.read_csv(inactive_gene_path, header=None)[0].tolist()\n",
    "print(f\"Number of inactive genes: {len(inactive_genes_list)}\")\n",
    "\n",
    "### comparison of clusters k = 5-8\n",
    "\n",
    "# manual annotation of clusters\n",
    "manual_cluster_annot = {'kmeans_5_cluster': {0: \"Quiescent\", \n",
    "                                            3: \"Transcription\", \n",
    "                                            1: \"Weak transcription\",\n",
    "                                            2: \"Polycomb weak\", \n",
    "                                            4: \"Unassigned\"}, \n",
    "                        'kmeans_6_cluster': {1: \"Quiescent\", \n",
    "                                            5: \"Transcription\", \n",
    "                                            3: \"Weak transcription\",\n",
    "                                            0: \"Polycomb weak\",\n",
    "                                            4: \"Heterochromatin\",\n",
    "                                            2: \"Unassigned\"}, \n",
    "                        'kmeans_7_cluster': {4: \"Quiescent\", \n",
    "                                            6: \"Transcription\",\n",
    "                                            1: \"Polycomb weak quiescent\",\n",
    "                                            0: \"Weak transcription\",\n",
    "                                            2: \"Unassigned\",\n",
    "                                            3: \"Polycomb weak\", \n",
    "                                            5: \"Heterochromatin\"}, \n",
    "                        'kmeans_8_cluster': {0: \"Quiescent\", \n",
    "                                            3: \"Transcription\", \n",
    "                                            4: \"Polycomb weak\",\n",
    "                                            2: \"Weak transcription\", \n",
    "                                            1: \"Unassigned\",\n",
    "                                            5: \"Polycomb weak quiescent\",\n",
    "                                            7: \"Polycomb repressed\",\n",
    "                                            6: \"Heterochromatin\"}, \n",
    "                       }\n",
    "\n",
    "# define active and inactive clusters \n",
    "active_clusters = [\"Transcription\", \"Weak transcription\", \"Unassigned\"]\n",
    "inactive_clusters = [\"Quiescent\", \"Polycomb weak\", \"Polycomb weak quiescent\", \n",
    "                     \"Polycomb repressed\", \"Heterochromatin\"]\n",
    "\n",
    "for n_cluster in n_cluster_list[3:7]:\n",
    "    cluster_label = f\"kmeans_{n_cluster}_cluster\"\n",
    "    k_clusters_genes_df = gene_overlap_kmeans_cluster_df[[\"gene_id\", cluster_label]]\n",
    "    k_clusters_genes_annotated_df = k_clusters_genes_df.replace(manual_cluster_annot[cluster_label])\n",
    "    k_clusters_genes_annotated_df[\"gene_id\"] = k_clusters_genes_annotated_df.gene_id.str.split(\".\").str[0]\n",
    "    # subset to inactive genes \n",
    "    inactive_genes_k_clusters_df = k_clusters_genes_annotated_df[k_clusters_genes_annotated_df.gene_id.isin(inactive_genes_list)].copy()\n",
    "    count_gene_by_cluster_df = pd.DataFrame.from_dict(Counter(inactive_genes_k_clusters_df[cluster_label].tolist()),\n",
    "                                                          orient=\"index\", \n",
    "                                                          columns=[\"gene_count\"]).sort_values(by=\"gene_count\", ascending=True)\n",
    "    # inactive to active ratio \n",
    "    active_genes = count_gene_by_cluster_df[count_gene_by_cluster_df.index.isin(active_clusters)].gene_count.sum()\n",
    "    inactive_genes = count_gene_by_cluster_df[count_gene_by_cluster_df.index.isin(inactive_clusters)].gene_count.sum()\n",
    "    ratio = inactive_genes/(active_genes+inactive_genes)\n",
    "    print(f\"Genes annotated: {active_genes+inactive_genes}\")\n",
    "    print(f\"Active genes: {active_genes} , Inactive genes: {inactive_genes}\")\n",
    "    # barplot for inactive gene cluster annotations \n",
    "    ax = sns.barplot(data=count_gene_by_cluster_df.reset_index(), \n",
    "                x=\"index\",\n",
    "                y=\"gene_count\")\n",
    "    plt.xticks(rotation=90)\n",
    "    ax.set_title(f\"{cluster_label}, Percentage inactive: {round(ratio*100)}%\")\n",
    "    ax.set_xlabel(\"Assigned chromatin cluster\", size=15)\n",
    "    ax.set_ylabel(\"Gene count\", size=15)\n",
    "    ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "97439796",
   "metadata": {},
   "outputs": [],
   "source": [
    "# select k=8 clusters\n",
    "# write cluster assignment for inactive genes \n",
    "group=\"kmeans_8_cluster\"\n",
    "#inactive_genes_k_clusters_df = k_clusters_genes_annotated_df[k_clusters_genes_annotated_df.gene_id.isin(intrvl_inactive_genes_list)].copy()\n",
    "all_gene_id_kmeans_8_df = gene_overlap_kmeans_cluster_df[[\"gene_id\", group] + chromhmm_15states].copy()\n",
    "all_gene_id_kmeans_8_df[\"gene_id\"] = all_gene_id_kmeans_8_df.gene_id.str.split(\".\").str[0]\n",
    "all_gene_id_kmeans_8_df[\"inactive_rnaseq\"] = np.where(all_gene_id_kmeans_8_df.gene_id.isin(inactive_genes_list), True, False)\n",
    "all_gene_id_kmeans8_label_df = all_gene_id_kmeans_8_df.replace({group: manual_cluster_annot[group]}) \n",
    "\n",
    "# order dataframe and add inactive, active and unassigned labels\n",
    "annot_order = [\"Transcription\", \"Weak transcription\", \"Unassigned\", \"Quiescent\", \n",
    "               \"Polycomb weak quiescent\", \"Polycomb weak\", \"Polycomb repressed\", \n",
    "               \"Heterochromatin\"]\n",
    "cluster_status_dict = {\"Transcription\": \"Active\", \n",
    "                       \"Weak transcription\": \"Active\",\n",
    "                       \"Unassigned\": \"Unassigned\", \n",
    "                       \"Quiescent\": \"Inactive\", \n",
    "                       \"Polycomb weak quiescent\": \"Inactive\", \n",
    "                       \"Polycomb weak\": \"Inactive\", \n",
    "                       \"Polycomb repressed\": \"Inactive\", \n",
    "                       \"Heterochromatin\": \"Inactive\"\n",
    "                      }\n",
    "\n",
    "all_gene_id_kmeans8_label_srtd_df = all_gene_id_kmeans8_label_df.set_index(group).loc[annot_order].reset_index()\n",
    "all_gene_id_kmeans8_label_srtd_df[\"group\"] = all_gene_id_kmeans8_label_srtd_df.kmeans_8_cluster.replace(cluster_status_dict)\n",
    "# add TPM fraction < 0.1 and subset to genes from test set (n=29,614)\n",
    "tpm_fract_df = pd.read_csv(tpm_fract_path)\n",
    "all_gene_id_kmeans8_label_tpm_fract_df = pd.merge(all_gene_id_kmeans8_label_srtd_df, \n",
    "                                                  tpm_fract_df, \n",
    "                                                  on=\"gene_id\", \n",
    "                                                  how=\"inner\"\n",
    "                                                 )\n",
    "bins = [(i*5)/100 for i in range(21)]\n",
    "labels = [f\"{(i*5)}-{((i+1)*5)}%\" for i in range(20)]\n",
    "all_gene_id_kmeans8_label_tpm_fract_df[\"tpm0.1_fract_bins\"] = pd.cut(all_gene_id_kmeans8_label_tpm_fract_df['tpm0.1_fract'], bins=bins, labels=labels, include_lowest=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "616d71ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "# count number of genes in each k-means cluster in each TPM fraction bin \n",
    "count_cluster_tpm_fract_df = all_gene_id_kmeans8_label_tpm_fract_df.groupby([\"tpm0.1_fract_bins\", \"kmeans_8_cluster\"], as_index=False).gene_id.count()\n",
    "count_cluster_tpm_fract_df = count_cluster_tpm_fract_df.rename(columns={\"gene_id\":\"gene_count\"})\n",
    "# count number of genes in active/inactive/unassigned group in each TPM fraction bin \n",
    "count_active_inactive_tpm_fract_df = all_gene_id_kmeans8_label_tpm_fract_df.groupby([\"tpm0.1_fract_bins\", \"group\"], as_index=False).gene_id.count()\n",
    "count_active_inactive_tpm_fract_df = count_active_inactive_tpm_fract_df.rename(columns={\"group\":\"activity\", \"gene_id\": \"gene_count\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "96595224",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of inactive genes in 0-5% bin: 8277\n"
     ]
    }
   ],
   "source": [
    "# proportion of genes within inactive 0-5% bin\n",
    "inactive_gene_tpm01_5perc = count_active_inactive_tpm_fract_df[(count_active_inactive_tpm_fract_df[\"tpm0.1_fract_bins\"] == \"0-5%\") & \n",
    "                                   (count_active_inactive_tpm_fract_df[\"activity\"] == \"Inactive\")\n",
    "                                  ].gene_count.item()\n",
    "print(f\"Number of inactive genes in 0-5% bin: {inactive_gene_tpm01_5perc}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f2bb497c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# write to file \n",
    "all_gene_id_kmeans8_label_path = chromhmm_dir_path.joinpath(f\"gene_chromhmm_state_overlap_{group}_results.csv\")\n",
    "all_gene_id_kmeans8_label_tpm_fract_df.to_csv(all_gene_id_kmeans8_label_path, index=False)\n",
    "\n",
    "count_cluster_tpm_fract_path = chromhmm_dir_path.joinpath(f\"tpm_fract_chromhmm_cluster_count.csv\")\n",
    "count_cluster_tpm_fract_df.to_csv(count_cluster_tpm_fract_path, index=False)\n",
    "\n",
    "count_active_inactive_tpm_fract_path = chromhmm_dir_path.joinpath(f\"tpm_fract_active_inactive_count.csv\")\n",
    "count_active_inactive_tpm_fract_df.to_csv(count_active_inactive_tpm_fract_path, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f857f0a",
   "metadata": {},
   "source": [
    "### GTEx whole blood RNA-seq QC for inactive genes comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5c703ed8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# inputs\n",
    "gtex_tpm_mtx_path = wkdir_path.joinpath(\"reference/gtex/tpm_wb/gene_tpm_2017-06-05_v8_whole_blood.tsv\")\n",
    "gtex_covariates_path = wkdir_path.joinpath(\"reference/gtex/eqtl/GTEx_Analysis_v8_eQTL_EUR/expression_covariates/Whole_Blood.v8.EUR.covariates.txt\")\n",
    "\n",
    "# variables \n",
    "tpm_fract_cutoff = 0.1 \n",
    "smpl_perc_cutoff = 0.05 \n",
    "aberrant_multiple = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c502024a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples in expression matrix: 755\n",
      "Number of genes in expression matrix: 56200\n",
      "Number of European samples in eQTL covariates file: 558\n",
      "Number of European samples in both eQTL covariates and TPM matrix: 558\n"
     ]
    }
   ],
   "source": [
    "# load TPM matrix \n",
    "gtex_tpm_mtx_df = pd.read_csv(gtex_tpm_mtx_path, sep=\"\\t\")\n",
    "gtex_tpm_mtx_clean_df = gtex_tpm_mtx_df.drop(columns=[\"id\", \"Description\"]).set_index(\"Name\").sort_index()\n",
    "# build dictionary linking sample ID to truncated ID used in covariate file \n",
    "gtex_ids_trunc_dict = {f\"{gtex_id.split('-')[0]}-{gtex_id.split('-')[1]}\":gtex_id for gtex_id in gtex_tpm_mtx_clean_df.columns.tolist()}\n",
    "gtex_ids_trunc = set(gtex_ids_trunc_dict.keys())\n",
    "print(f\"Number of samples in expression matrix: {gtex_tpm_mtx_clean_df.shape[1]}\")\n",
    "print(f\"Number of genes in expression matrix: {gtex_tpm_mtx_clean_df.shape[0]}\")\n",
    "### removal of non-European samples \n",
    "# load covariates for eQTL mapping\n",
    "eur_covs_df = pd.read_csv(gtex_covariates_path, sep=\"\\t\")\n",
    "eur_smpls = set(eur_covs_df.set_index(\"ID\").columns)\n",
    "print(f\"Number of European samples in eQTL covariates file: {len(eur_smpls)}\")\n",
    "# overlap between covariate IDs and truncated ge matrix IDs \n",
    "eur_smpls_intersect = eur_smpls.intersection(gtex_ids_trunc)\n",
    "print(f\"Number of European samples in both eQTL covariates and TPM matrix: {len(eur_smpls_intersect)}\")\n",
    "# get full IDs which overlap \n",
    "eur_smpls_intersect_full = [gtex_ids_trunc_dict[gtex_id] for gtex_id in eur_smpls_intersect]\n",
    "# subset expression dataframe \n",
    "gtex_tpm_mtx_clean_eur_df = gtex_tpm_mtx_clean_df[eur_smpls_intersect_full]\n",
    "if len(eur_smpls) != len(gtex_tpm_mtx_clean_eur_df.columns): \n",
    "    raise ValueError(\"Missing sample names from TPM dataframe\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5af7ff1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of genes in TPM matrix: 56200\n",
      "Total number genes in TPM matrix with at least one non-zero sample: 52749\n",
      "Number of samples passing QC: 540\n",
      "Number of samples failing QC: 18\n"
     ]
    }
   ],
   "source": [
    "### remove samples with high numbers of top expression events \n",
    "# remove genes that have a TPM = 0 across all samples\n",
    "total_genes = len(gtex_tpm_mtx_clean_eur_df.index.tolist())\n",
    "print(f\"Total number of genes in TPM matrix: {total_genes}\")\n",
    "gtex_tpm_mtx_clean_eur_nozeroes_df = gtex_tpm_mtx_clean_eur_df.loc[~(gtex_tpm_mtx_clean_eur_df==0).all(axis=1)]\n",
    "total_genes_to_count = gtex_tpm_mtx_clean_eur_nozeroes_df.shape[0]\n",
    "print(f\"Total number genes in TPM matrix with at least one non-zero sample: {total_genes_to_count}\")\n",
    "# calculate aberrant sample cutoff limit \n",
    "eur_smpl_number = len(eur_smpls_intersect)\n",
    "exp_top_exp_events = total_genes_to_count/eur_smpl_number\n",
    "# count max sample for each gene \n",
    "max_gene_per_smpl_dict = Counter(gtex_tpm_mtx_clean_eur_nozeroes_df.idxmax(axis=1).tolist())\n",
    "max_gene_per_smpl_df = pd.DataFrame.from_dict(max_gene_per_smpl_dict, orient=\"index\", columns=[\"count\"]).reset_index(drop=False).rename(columns={\"index\":\"sample_id\"})\n",
    "# add samples with no top misexpression events \n",
    "smpl_with_no_top_event_dict = {smpl_id: 0 for smpl_id in eur_smpls_intersect_full if smpl_id not in max_gene_per_smpl_dict.keys()}\n",
    "smpl_with_no_top_event_df = pd.DataFrame.from_dict(smpl_with_no_top_event_dict, orient=\"index\", columns=[\"count\"]).reset_index(drop=False).rename(columns={\"index\":\"sample_id\"})\n",
    "max_gene_per_all_smpl_df = pd.concat([max_gene_per_smpl_df, smpl_with_no_top_event_df]).reset_index(drop=True)\n",
    "# check number of genes counted matches total input genes \n",
    "top_gene_count = max_gene_per_all_smpl_df['count'].sum()\n",
    "if top_gene_count != total_genes_to_count: \n",
    "    raise ValuerError(\"Total number of top expression events does not match input genes\")\n",
    "# count samples passing and failing QC \n",
    "max_gene_per_all_smpl_df[\"passed_qc\"] = np.where(max_gene_per_all_smpl_df[\"count\"] > exp_top_exp_events * aberrant_multiple, False, True) \n",
    "smpl_id_pass_qc = max_gene_per_all_smpl_df[max_gene_per_all_smpl_df[\"passed_qc\"]].sample_id.tolist()\n",
    "smpl_id_fail_qc = max_gene_per_all_smpl_df[~max_gene_per_all_smpl_df[\"passed_qc\"]].sample_id.tolist()\n",
    "print(f\"Number of samples passing QC: {len(smpl_id_pass_qc)}\")\n",
    "print(f\"Number of samples failing QC: {len(smpl_id_fail_qc)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0a160114",
   "metadata": {},
   "outputs": [],
   "source": [
    "# check that max method does not bias samples in nearer column\n",
    "# reverse dataframe \n",
    "gtex_tpm_mtx_clean_eur_nozeroes_rev_df = gtex_tpm_mtx_clean_eur_nozeroes_df.iloc[:, ::-1]\n",
    "# count max sample for each gene \n",
    "max_gene_per_smpl_rev_dict = Counter(gtex_tpm_mtx_clean_eur_nozeroes_rev_df.idxmax(axis=1).tolist())\n",
    "max_gene_per_smpl_rev_df = pd.DataFrame.from_dict(max_gene_per_smpl_rev_dict, orient=\"index\", columns=[\"count_rev\"]).reset_index(drop=False).rename(columns={\"index\":\"sample_id\"})\n",
    "# add samples with no top misexpression events \n",
    "smpl_with_no_top_event_rev_dict = {smpl_id: 0 for smpl_id in eur_smpls_intersect_full if smpl_id not in max_gene_per_smpl_rev_dict.keys()}\n",
    "smpl_with_no_top_event_rev_df = pd.DataFrame.from_dict(smpl_with_no_top_event_rev_dict, orient=\"index\", columns=[\"count_rev\"]).reset_index(drop=False).rename(columns={\"index\":\"sample_id\"})\n",
    "max_gene_per_smpl_all_rev_df = pd.concat([max_gene_per_smpl_rev_df, smpl_with_no_top_event_rev_df]).reset_index(drop=True)\n",
    "# check number of genes counted matches total input genes \n",
    "top_gene_count_rev = max_gene_per_all_smpl_df['count'].sum()\n",
    "if top_gene_count_rev != total_genes_to_count: \n",
    "    raise ValuerError(\"Total number of top expression events does not match input genes (reverse)\")\n",
    "# count samples passing and failing QC (reversed columns)\n",
    "max_gene_per_smpl_all_rev_df[\"passed_qc_rev\"] = np.where(max_gene_per_smpl_all_rev_df[\"count_rev\"] > exp_top_exp_events * 5, False, True) \n",
    "smpl_id_pass_qc_rev = max_gene_per_all_smpl_df[max_gene_per_all_smpl_df[\"passed_qc\"]].sample_id.tolist()\n",
    "smpl_id_fail_qc_rev = max_gene_per_all_smpl_df[~max_gene_per_all_smpl_df[\"passed_qc\"]].sample_id.tolist()\n",
    "# check similarity with samples passing QC with reverse \n",
    "if smpl_id_pass_qc != smpl_id_pass_qc_rev:\n",
    "    raise ValueError(\"Reversing dataframe changes samples passing QC.\")\n",
    "# subset gene expression matrix\n",
    "gtex_tpm_mtx_pass_smpl_qc_df = gtex_tpm_mtx_clean_eur_df[smpl_id_pass_qc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9167afe7",
   "metadata": {},
   "outputs": [],
   "source": [
    "### gene-level QC \n",
    "gtex_smpl_ids_list = gtex_tpm_mtx_pass_smpl_qc_df.columns\n",
    "gtex_smpl_number = len(gtex_smpl_ids_list)\n",
    "# compute TPM < 0.1 fraction per gene \n",
    "gtex_tpm_fract_df = gtex_tpm_mtx_pass_smpl_qc_df.reset_index(drop=False)[[\"Name\"]].copy()\n",
    "gtex_tpm_fract_df[f\"tpm{tpm_fract_cutoff}_fract\"] = ((gtex_tpm_mtx_pass_smpl_qc_df > tpm_fract_cutoff).sum(axis=1)/gtex_smpl_number).tolist()\n",
    "gtex_tpm_fract_df = gtex_tpm_fract_df.rename(columns={\"Name\": \"gene_id\"})\n",
    "# label and subset TPM fraction dataframe to genes passing filters\n",
    "gtex_gene_ids_grtr_smpl_perc = gtex_tpm_fract_df[gtex_tpm_fract_df[f\"tpm{tpm_fract_cutoff}_fract\"] < smpl_perc_cutoff]\n",
    "# subset TPM matrix to inactive genes \n",
    "gtex_gene_ids_pass_cutoff = gtex_gene_ids_grtr_smpl_perc.gene_id.tolist()\n",
    "tpm_mtx_pass_smpl_gene_qc_df = gtex_tpm_mtx_pass_smpl_qc_df[gtex_tpm_mtx_pass_smpl_qc_df.index.isin(gtex_gene_ids_pass_cutoff)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1fbbfe9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# write GTEx TPM fraction to file\n",
    "gtext_out_dir = out_dir.joinpath(\"gtex_wb\")\n",
    "gtext_out_dir.mkdir(parents=True, exist_ok=True)\n",
    "gtex_tpm_fract_path = gtext_out_dir.joinpath(\"gtex_wb_tpm_fract.tsv\")\n",
    "gtex_tpm_fract_df.to_csv(gtex_tpm_fract_path, sep=\"\\t\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "33f897a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of genes passing filters in INTERVAL: 29614\n",
      "INTERVAL, number of genes TPM > 0.1 in < 5% samples: 8779\n"
     ]
    }
   ],
   "source": [
    "# load INTERVAL TPM < 0.1 sample fraction \n",
    "intrvl_genes_pass_filters = tpm_fract_df.gene_id.tolist()\n",
    "print(f\"Number of genes passing filters in INTERVAL: {len(intrvl_genes_pass_filters)}\")\n",
    "intrvl_inactive_genes = tpm_fract_df[tpm_fract_df[f\"tpm{tpm_fract_cutoff}_fract\"] < smpl_perc_cutoff].gene_id.unique()\n",
    "print(f\"INTERVAL, number of genes TPM > 0.1 in < 5% samples: {len(intrvl_inactive_genes)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b08170f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GTEx, number of genes TPM > 0.1 in < 5% samples: 8207\n",
      "Percentage of INTERVAL inactive genes in GTEx inactive group: 79.74%\n",
      "Jaccard index for GTEx and INTERVAL inacive genes: 0.7009813739234929\n"
     ]
    }
   ],
   "source": [
    "gtex_tpm_fract_df[\"gene_id\"] = gtex_tpm_fract_df.gene_id.str.split(\".\").str[0]\n",
    "gtex_tpm_fract_pass_filters_df = gtex_tpm_fract_df[gtex_tpm_fract_df.gene_id.isin(intrvl_genes_pass_filters)]\n",
    "gtex_inactive_genes = gtex_tpm_fract_pass_filters_df[gtex_tpm_fract_pass_filters_df[f\"tpm{tpm_fract_cutoff}_fract\"] < smpl_perc_cutoff].gene_id.unique()\n",
    "print(f\"GTEx, number of genes TPM > 0.1 in < 5% samples: {len(gtex_inactive_genes)}\")\n",
    "\n",
    "# % of genes in INTERVAL also in inactive group in GTEx \n",
    "gtex_intrvl_inactive_overlap = [gene_id for gene_id in intrvl_inactive_genes if gene_id in gtex_inactive_genes]\n",
    "pc_intrvl_inactive_in_gtex = (len(gtex_intrvl_inactive_overlap)/len(intrvl_inactive_genes)) * 100\n",
    "print(f\"Percentage of INTERVAL inactive genes in GTEx inactive group: {round(pc_intrvl_inactive_in_gtex, 2)}%\")\n",
    "\n",
    "jaccard_idx = len(set(intrvl_inactive_genes).intersection(set(gtex_inactive_genes)))/len(set(intrvl_inactive_genes).union(set(gtex_inactive_genes)))\n",
    "print(f\"Jaccard index for GTEx and INTERVAL inacive genes: {jaccard_idx}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ffb2e179",
   "metadata": {},
   "outputs": [],
   "source": [
    "intrvl_gtex_tpm_fract_df = pd.merge(gtex_tpm_fract_df.rename(columns={\"tpm0.1_fract\":\"tpm0.1_fract_gtex\"}), \n",
    "                                    tpm_fract_df.rename(columns={\"tpm0.1_fract\":\"tpm0.1_fract_interval\"}), \n",
    "                                    on=\"gene_id\", \n",
    "                                    how=\"inner\")\n",
    "intrvl_gtex_tpm_fract_df[\"difference\"] = intrvl_gtex_tpm_fract_df[\"tpm0.1_fract_interval\"] - intrvl_gtex_tpm_fract_df[\"tpm0.1_fract_gtex\"]\n",
    "intrvl_gtex_tpm_fract_df[\"inactive\"] = np.where(intrvl_gtex_tpm_fract_df[\"tpm0.1_fract_interval\"] < 0.05, \"Inactive\", \"Not inactive\")\n",
    "intrvl_gtex_tpm_fract_path = gtext_out_dir.joinpath(\"intrvl_gtex_wb_tpm_fract.tsv\")\n",
    "intrvl_gtex_tpm_fract_df.to_csv(intrvl_gtex_tpm_fract_path, sep=\"\\t\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ccc04154",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spearman correlation between GTEx and INTERVAL TPM fraction: 0.9233579514594329\n"
     ]
    }
   ],
   "source": [
    "gtex_interval_corr = intrvl_gtex_tpm_fract_df[\"tpm0.1_fract_gtex\"].corr(intrvl_gtex_tpm_fract_df[\"tpm0.1_fract_interval\"], method=\"spearman\")\n",
    "print(f\"Spearman correlation between GTEx and INTERVAL TPM fraction: {gtex_interval_corr}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "add594fc",
   "metadata": {},
   "source": [
    "### Check inactive gene overlap with eGenes from GTEx and eQTLGen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9b3328e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# inputs \n",
    "gtex_wb_egenes_path=wkdir_path.joinpath(\"reference/gtex/eqtl/GTEx_Analysis_v8_eQTL_EUR/eqtls/Whole_Blood.v8.EUR.egenes.txt.gz\")\n",
    "eqtlgen_egenes_path=wkdir_path.joinpath(\"reference/eqtlgen/2019-12-11-cis-eQTLsFDR-ProbeLevel-CohortInfoRemoved-BonferroniAdded.txt.gz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "35929c9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of inactive genes in INTERVAL: 8779\n",
      "Number of eGenes in GTEx whole blood: 20247\n",
      "Overlap between inactive INTERVAL genes and GTex eGenes: 6.4358127349356415%\n"
     ]
    }
   ],
   "source": [
    "# INTERVAL inactive genes \n",
    "intrvl_inactive_genes = pd.read_csv(inactive_genes_path, header=None)[0].tolist()\n",
    "print(f\"Number of inactive genes in INTERVAL: {len(intrvl_inactive_genes)}\")\n",
    "\n",
    "# GTEx whole blood eGenes \n",
    "gtex_wb_egenes_df = pd.read_csv(gtex_wb_egenes_path, sep=\"\\t\")\n",
    "egenes_wb_gtex = gtex_wb_egenes_df.phenotype_id.unique()\n",
    "print(f\"Number of eGenes in GTEx whole blood: {len(egenes_wb_gtex)}\")\n",
    "egenes_wb_gtex_no_vrsn = set([gene_id.split(\".\")[0] for gene_id in egenes_wb_gtex])\n",
    "\n",
    "intrvl_inactive_gene_gtex_egene = [gene_id for gene_id in intrvl_inactive_genes if gene_id in egenes_wb_gtex_no_vrsn]\n",
    "pc_overlap_intrvl_inactive_gtex_egene = (len(intrvl_inactive_gene_gtex_egene)/len(intrvl_inactive_genes)) * 100\n",
    "print(f\"Overlap between inactive INTERVAL genes and GTex eGenes: {pc_overlap_intrvl_inactive_gtex_egene}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "14a51908",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of genes in eQTLGen: 19250\n",
      "Overlap between inactive INTERVAL genes and eQTLGen eGenes: 3.0983027679690167%\n"
     ]
    }
   ],
   "source": [
    "# eQTLGen eGenes \n",
    "eqtlgen_wb_eqtl_df = pd.read_csv(eqtlgen_egenes_path, sep=\"\\t\")\n",
    "eqtlgen_genes = eqtlgen_wb_eqtl_df.Gene.unique().tolist()\n",
    "print(f\"Number of genes in eQTLGen: {len(eqtlgen_genes)}\")\n",
    "eqtlgen_eql_overlap = len(set(intrvl_inactive_genes).intersection(set(eqtlgen_genes)))\n",
    "pc_gtex_eqtlgen_overlap = (eqtlgen_eql_overlap/len(intrvl_inactive_genes))*100\n",
    "print(f\"Overlap between inactive INTERVAL genes and eQTLGen eGenes: {pc_gtex_eqtlgen_overlap}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cc60698",
   "metadata": {},
   "source": [
    "### Combine results across inactive gene validation approaches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8548d2a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of genes in inactive chromHMM cluster: 94.28180886205718\n"
     ]
    }
   ],
   "source": [
    "inactive_genes_inactive_chromhmm = all_gene_id_kmeans8_label_tpm_fract_df[(all_gene_id_kmeans8_label_tpm_fract_df[\"tpm0.1_fract\"] < smpl_perc_cutoff) & \n",
    "                                                                          (all_gene_id_kmeans8_label_tpm_fract_df.group == \"Inactive\")\n",
    "                                                                         ].shape[0]\n",
    "pc_inactive_chromhmm = (inactive_genes_inactive_chromhmm/len(inactive_genes_list)) * 100\n",
    "print(f\"Percentage of genes in inactive chromHMM cluster: {pc_inactive_chromhmm}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0e01c9b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# write to file \n",
    "inactive_gene_qc_features = {\"Inactive chromHMM cluster\": pc_inactive_chromhmm,\n",
    "                             \"Inactive genes in GTEx whole blood\": pc_intrvl_inactive_in_gtex,\n",
    "                             \"Not eGenes in GTEx whole blood\": 100 - pc_overlap_intrvl_inactive_gtex_egene,\n",
    "                             \"Not eGenes in eQTLGen\": 100 - pc_gtex_eqtlgen_overlap\n",
    "}\n",
    "inactive_gene_qc_features_df = pd.DataFrame.from_dict(inactive_gene_qc_features, orient=\"index\", columns=[\"pc_inactive_genes\"])\n",
    "inactive_gene_qc_features_df = inactive_gene_qc_features_df.reset_index().rename(columns={\"index\":\"feature\"}).sort_values(by=\"pc_inactive_genes\", ascending=True)\n",
    "inactive_gene_qc_summary_path = out_dir_path.joinpath(f\"inactive_gene_qc_summary.csv\")\n",
    "inactive_gene_qc_features_df.to_csv(inactive_gene_qc_summary_path, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b4296437",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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